{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(style='whitegrid', color_codes=True)\n",
    "\n",
    "np.random.seed(sum(map(ord, 'categorical')))\n",
    "titanic = sns.load_dataset('titanic')\n",
    "tips = sns.load_dataset('tips')\n",
    "iris = sns.load_dataset('iris')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12da2470>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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s2TI+/PBDABQKBUajkd69e/PTTz85NDhBEK7MimNrm0wMge7+zEmYgptSQ+/A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\nofD0QxUQTsDUO5B7nEvGMhk+I65BExb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rp9uJvuGXgtKQkrEciPxI/K+/fNhUoDoQq3T+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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12d90a30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(x='day', y='total_bill', data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1267eb0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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164iJ6d+zHC7kV7H2P4f45T/2sGl3Zr+ZtSX0XpXqaqt1DNf6y4yH+f3k1T0U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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12d90590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(x='day', y='total_bill', data=tips, jitter=True)# 偏移"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x14b22f0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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arYR7h/DWVc+zI3sf56py2Xxu1xX5Be+niLj+GqqPHsNa43hSC7tqEQZT75uA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\nEATBhQgOgiAIggsRHARBEAQX/w8k+16Bez18mgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12bfb5d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x='day', y='total_bill', data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x14b2c10>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DfmurVsq5e+5gunXqS9l3r2Mqz0XpH0rEDX/AI0pUaj1fQUMWGUXnbkg9NQpG\nDE6gYc06p+PieyfyysIJWK02p1LogwbBglltFu4FGY3GK7qpbtYkuK1bt/Lkk0/SvXt3rFYrBQUF\nvPnmmwwZMuQ3zyksLOSdd97hf//7HwCbN29mwYIFvPLKK+Tl5REVFcWaNWuYN2/eZQfdHvn0m0Bd\n8gasuhoAVMGd8Yr/7Z+PcHFFFQ38ddleiip0eHuqePjmAR22bn5LkiSJP72/x1EhuJOPhtceHsO9\ns/swsm8ERRUNDEwIcSxGFXXP61j19cg9vMXM6QuYNaorVXUGtiYXEODnweIZvQmO7YQtfRCNmckA\neMQkou09CqBDrZHRrOTw9ttv8/nnn9O9e3fAPsT1+eefZ+XKlb95ztixY0lJSWH27NkoFAomT57M\njBkzCAgI4KGHHsJoNDJ27FimTp3aMt/ExZS+gUTd+xa6tN3IVGq0PZKQK9WuDsttffTjcYoq7J13\nDXoz/1pxhME9Q1EpO84fX2tIzTrtVDq+ut7I2l05LJ7Vm97dAundLbDJOQpPUaH1tygUcu6a1Zu7\nZjk3D/vNfoKMXQeRrFYGjxqKXNkx1nA4X7OSg0wmcyQGgN69eyNJl17t7KGHHuKhhx5y2peUlMSP\nP/54mWG2f5Ik8cXWAtbstKBRSdwypYTpI7q6Oiy3VVjuXDe/TmeiTmcUxQwvQW+yNGufcOUaDWYe\neWub4+YlZP9W3vzjWHy1Hetm8KK3YTU1NdTU1JCYmMiyZcvQ6XTo9Xq++OILhg8f3lYxuoVdKcWs\n2HwKvdFCTYORd79LIafY/cv2usqvx4LHRfmJxNAMA+KDiQjSOraVCjleGiWPvLWNP3+4l8yCGsdr\n+pwUij5+ivx/P0D1jm+adcMnwM6jxY7EAFBe1cjW5AIXRtQ6LvrkMHz4cGQymeOX5tVXX3Vsy2Qy\nnnzyyTYJ0h2k5VY12ZeeW0XXCD8XROP+7pjeE4VcRnJ6OTFhvtw5o5erQ3ILKqWCVx4azca9edQ3\nmvDVqvlsXZrj9bTcKj567jo0NgOlK15GMtvXIaje/jUK7wB8B0xyVehuw2q1NdlnsXa8xHrR5JCe\nnn7JN1izZg0zZ85ssYDcVa+ugfy4PdtpX8+uTdt3heZRKRUsmtmbRR2g9HFb8/PWcNOkeABeWX7Q\n6TWd3szx7NP0UhY4EsNZ+twUkRyaYWS/SL7elMHpWgMAft5qxg2KcnFULe+qS3YvW7ZMJAdgZN8I\nFlyXwNpd2ahVCm6Z3IMu4Rcf7itcXKPBTHpuNVGh3oR0cq+iZe1FZLDzLH2ZzL5PrY4BmRykc3fB\nmtAubRyde/LVqnlzyVi2HCzvf/26AAAgAElEQVTAapOYMDiaAN+ON3HwqpPDtdhOaTBZeG9lCrtT\nSggL9OK+OX3p3S2QhZNimd2tHplKjWeXaFeH6dbSc6v40wd70BksyGVwz+w+zBzVzdVhuZ3ZY2NJ\nza4kNes0KqWcuf29sP34Z0qtZrS9R6HPTMZm1KPtMQzfITNcHa7b6OTjwdzx3S99oBu76uRwLY6N\n/vrnDDYfsHdA5RTX8dLH+1n2WBKVXz6Puco+1d6jcy/Cb/0TMrmYvHUllq9PQ2ewj7KxSfDZuhNM\nGtoZD7VYn+q3WOqrqD+8CZvFiE+/iagDI9B6qlj6+1GUVTWi0pVTs/xxTGeeFswVBYQteA6PqB7I\nNaKz/3LsSy1hx5FiQgI8uWFMLH7e7W9i7tUSf2lX4EJFtk7u2orvmcQAYMg/QeOpZLQJQ9s6vA6h\nut7gtK03WjEYrSI5/AarQUfRR09ibbAPjKhL3kDU3a+iCrAvQhMa4EVt1gmnZiQAfV4qXrEDKK9q\nZOfRYny1akYPiBQz0i9ix+EiXvn8XF/OwbQy3n5kXIe7URZ/aVcgIaaT0+gkraeKUHU1+l8dZzO6\nTwXG9mb8oGinUTYDE0Lw9+l4d2ctpTFjvyMxAEgmA/XHtuER3ZO6A+tAocSzS58m52lCupBXWsfj\n72xHb7SvbLZ+Tw6vPjTGbdYdaGubDuY7becU15FVVEtclL+LImodos/hCtwyOYGKaj17UksI7eTF\n/fP6Ehhooih5jaNSo0Lrj1d3UT7jSs2f0B1frYbk9DJiwnyZMy7W1SG1azJV0w5Rm6GR0q9ecjwt\n6LMO4zNoKg1HNiNJNnz6jkfbawTLv091JAaAjPwajmVV0q+7WNvhQvx+NdlNJqPDTYCDFkgOs2a5\nuKqUC3h5qHjqziHYbJLT3VXEoqXUH9mMTKXGd9AUsZ7DVZDJZEwZHsOU4TGuDsUtaOMHo4nojrH4\nFABK/xCQK5yakSSLCXVgJFF//JhfDuSRmq+jx+48rsH7u6ty48R4Dp+soKbBPhT4hjGxHXI0nUy6\nyK3/pS78q1evbvGAfsvZyoLttSqrILiaZLXQmHUYyWLCK24QDSd2Urn2XadjQm96mq/SPFi17VwJ\n4VH9I0hOK3M8PcR39hfNSpdgMFk4fOgk6uNrCKrPwDN2AEGT70KuuXSSqG80kZZbRZcwX0LaYF3p\nK712XvTJ4fnnn7/qwARBaBsyhRJt/BDMNeXYTAZ8EseiS9uDPvsIANpeI/GKG8jPn25wOm9/ain/\neWICu1JKHB3SIjFcnIdaSdTR9zFXFmIFGlK2IFMoCZ7uvDCa3mihsLyezmG+aFQKUjIr+OuyfRhM\nVuQyuH9uX6a10xpsF00OQ4eeG2lTU1ODXq9HkiSsViv5+fkXOVMQhLZmMxsp++5V9FmHQSbHd8h0\nwm95nqMHjvLDzjyKT3oxeWs2vl5qdHqz4zxvLzWhgVrmjo9zYfTtmyRJYLMiU9gvmZb6KsyVhU7H\n6HOPOW0fTCvj1c8P0miw4OOl4plFQ/lsXRoGk/0JzSbBp2tPMGloTLusNtzskt3vv/8+AAqFArPZ\nTFxcXJs2KwmCcHH1RzbbEwOAZKNu/xqkzoP587f5mC0SoOPjNce5fnQ31u7KwXqmz2zRTFG36mLq\nj22javNnWPX1ePceRfD0B1Bo/VD4BGCtPzdCTBPm/ATw3soUGs/M1alvNPPBqlQajWanYxqNFswW\nq/smhx9++IEtW7bw8ssv88QTT7B37162bdvW2rG1a5U1epb9mEpOcS39ugezaGZvPDViZLDgOubz\n5tmclZ9xCrPFec6CzmBm2XPXkZ5XTfdo/w7ZmXq5JMmGPvcYNkMjXrEDHOtoW+qrqFjzb7DZ7/Yb\njm1DHRSN/4g5+M94iJr172KtLUcT1YPASYupbTByutZAdKgPFdWNTp9RVqVj9rg4vthwrmbd8MRw\nvDza51oQzbqaBQQEEBISQrdu3UhPT2f27Nl88MEHrR1bu/byZwc4mVcNQFGFDqtN4sEb+7s4KuFa\n5hU/hLqD6x3bMqWa4MQhsPWQ03FdI+zlz0f29USSJBr0Zrw92+cFqi1IkkTpV39Hn21/6lL4BBC5\n6GWUvoGYynIcieEsY0kmn6w5zo878pCkqcwYEsHd8wfzw/ZsPl27C4tVIjLYmwEJISSnlzvOG9kv\nkpsnxdPJx4MjGeV0jfDj+jHttyRMs5KDUqkkPz+fbt26cfDgQUaNGoXRaLz0iR1UQ6PJkRjOOphW\nhmSzYihIR6ZU4xHZseuuCO2PV9d+hMz+I3XJGzGhgn4z6dw1mrtmGfnfT+kYTVZG9I1g+oguAJwq\nqOa1z5MprtTRNcKXJ24fTFTItbcqnCH/uCMxAFjrq6hLXk/A+NvQRHRHplQ75i8BVHrE8N0vmY7t\nH/YW0yUmn0/XHneU7i6qaCC+sz9zxsWRkV9N726B3DQp3q2GaDcrOdx33308//zzvPvuu7z99tus\nWrWKcePGtXJo7ZeXh4ogf08qa87Nie4coqXooyftdxqAZ+xAwm56StRWEtqUttcoPkjR8svBAjha\nSN84A8/fPYyYMF/e/e4ou1OKMVts/HHBAN7832GKK+2z+HOK63j3uxReemCki79B27MZf13bwD6B\nEEDh5UvovMep2rIcq64W7z7jOCLrD6Q5HZ+WW91kTYfTtQYeWTjIsZ1TXMs3mzKobzQxaWgM4wa2\n7zLfzUoOvXr14tNPPwVg1apV5OXlIZe3vw6UtiKXy/jDzf1548tDVNcbiQrx5pbY05j25ziO0Wcd\nQp91BK/ugy7yToLQso6eqrAnhjNSMivZuDePFZszqG2w3/3uO17KJ2tOUFDmvBRrVtG1uXKhZ7d+\nKP1DsNScaQKSK8nwSGTZZweIDPZm9rg+RN3zpuP4/kW1yNalOU0eHD8oimNZlZRUniuZM6JvhOPf\njQYzz767i/pGe4f00VOVeGmUTVY8bE8umhxqauxLCt5zzz0sX77cUSojKCiI2267jQ0bNlzs9A6t\nf3wIHz0/mZp6I4F+HlRt+Zxf/2lZdDUXPFcQWktZVdO74JziWkdiOOtUYQ29uwU6FZHsf42Wy5Ar\n1UTc+XfqkjdiM+g4SjxvralwvH4sq5J/PDjasd0t0o9HFw7i219OYZMk5oyNJTE2iL/cm8RXP5+k\nrKqRUX0jmDDYnjCigr1Jz6t2JIazdqUUu29yePTRR9m1axcAw4YNO3eSUsmUKVNaNzI3oFTICfK3\nlzr27j2a2n1rwGYfuib38EYbL2orCW1rcM8QPNQKx1h6uQyuGxrD4ZMVVNWdq3Sb2C2Q2WPj+O/3\nKZwqqCYxNoh7ZzctzHetUHp3ImDsAgDWv73d6bUTOVWUntZhMlspqdTRJy6IsQOjGHumWchitbF+\nTy5ZhTUM7hnKqH6RnCqo5u6/baK+0YRSIWP+hKZ9kGFtMDv6aly0fMZZTz/9NEuXLm2LeH5Teyuf\nYbNJFJTXE+TnifbMSA9D4UnqDv+ETKnGb8gM1EHtu01R6Jgy8qtZuSUTo9nK9BFdGNIrjJN5Vby3\nMoWiCh3DEsN4YG7fdjuE0tX+9tE+9h0vdWwrFXJmjurqKDmi9VTx0v0jiD1ThfWtrw451ncBWDyz\nF4dPVnDk1LmnDy8PJZOGdmbNjmxskr1EyZ/vScLbq/UL9l3ptbNZyQHg6NGj7NixA7PZzKhRoxgy\npG3vittTcig9rePF9/dQXKlDrVJw35w+TB4Ww7e/nGLNzmw0KgULJicwfpBYDa45LA3VnN64DEPR\nSTyiehA4+W6U3h2r/HF7l5xeRnJ6OTFhPkwc0hml4trtU8wqrOH5/+6mvtGMTAbzxnfn+62ZWG3n\nLpXDE8N4dvEwDEYLNz+3Dtt5r4UFeqFUyCksb3B63+V/morVZqNBbyYmrO2WEG6V2kpnrVq1ijff\nfJPJkycjSRKPPPIIDz30EDfddNMVB+zOlq9Lc4zyMJmtfLDqGB4qBZ+uPeE45s3/HSI20o/ObfhL\n4K4qVv/LUf9Hl7YbyWwkYO6TLF+fRnJ6OZ3DfLhrZu82KVLm7iz11dQf3YxkteDTbzwq/9BLnrNx\nby7/WnHUsX0s8zSP3XbtDqSIjfJn2XOTOZ59mohgLZIE3/5yyumYOt2Z0vwKGRqVAr3R4njNS6Mi\nqW+402S3vnFBjvVIAv3cY9W9ZiWHTz75hBUrVhASEgLYO6jvvvvuazY5FJ92XsTHYLKSfLLcaZ8k\n2VeME8nh0vQ5KU7bjTlHWb3uBD9uzwagoKyekkodbz8yzgXRuQ+rvoGij544txrcwXVE/u41VH4h\n6PNPYDPo8OzaF7nK+e5xzc4cp+0dRwq5b24ffNqgyaO98tQoGdzzXGLt2SXAaYGvhM6dePH9Pdgk\nidH9I/lpXx4ASoWMW6f2YHDPULQeKsd6JDdOdL95T81KDjabzZEYAEJDQ6/poawj+oSTWXBuJFLn\nMB8GxAc7DSEE6B7dqa1Dc0vq0K6YSs+VkNaEduXgiTKnY7KLajldq3ebuy5X0KXvdVoNzmbQUZ+y\nDVNJJo2n7MtaKv2Cibjz7yh9AhzHeaid5+IoFHIUoiqrkxd+N5zV27MoPq0jProTH61OdcxrkMtl\nPHnHYExmG4mxgY5yJLNGd2PW6PY7A/pSmnWF9/f3Z9OmTY7tTZs24efn12pBtXfzxnfnzhm9SIjp\nxITB0bx493DGDIji+jHdUCvlaD1V3H19b+KiRbt5cwTP/D2qwEgAVEFRBM94gOhQ55m6ft5qfLWu\nH4jQnslUTe/0rbpqR2IAsNRWUHdwPUazle+3ZvLm/w7Rq2sgSsW5ZDB3XJzorP4Vb08Vt0zpwaML\nB2G12ZwmvNlsEgWl9UwYHN2sOlWVNXrqG02XPM7VmvXk8NBDD/HMM8/w17/+FQCVSsW///3vVg2s\nPZPL7UPTfj087Z4b+nDXzN7IZDJRD/8yaEK7EH3/O1j19Sg87UnhrusDKa7UUVBWj69WzcM3DWiX\nlSvbE23CMGpDYjCVn2ni8AvBI6I79ckbnY6zGhp4/Ytk9hwrcey7cWJ3QgO0xIT70CMmgGtNbkkd\nn69Po7JWz5j+UcwZF4tMduG/4bBAbZN94UFN9/2awWThH58d5GBaGUqFjDnj4rhjevutiNusSXB/\n/etfWbFiBZmZmchkMiIjI1m0aNE1PQnuQuobTexOKUatUpDUJxwPtajSejnOJgaAiCBv/vPEBMqr\nGunkq0GlFGVILkWu0hCx+GUaMw4gWS1oE4aCTE7Vtq+w1lWeOUiBIn40ezc7d7DuOVbCu09OdEHU\nrmcyW3nhv7uprrfXi8sqrMVDo2D6byzCM7RXGOMGRbE12b6eQ1KfcEb1j7zk52zYk8fBNHtzqcUq\nsWLzKUb0jSAuqn22MDR7ElxSUhJgr2AoJsE1VVVnYMmbW6mqs/+CdQn35fU/jEGtEhe1K2EyW/li\nQzrJ6WV0DvNl0cxeorR0M8iVarx7OddHirzz79QeXIepLBdVpzBUnlo0qnMT5YBruvP5VEGNIzGc\nte94KVMGhtCYmYzCyxfPrn2RyexPrnK5jEcXDuL2aT2x2aQLPkmAfUjs5xvSOV2rZ9zAKMcIx/MV\nlje4Z3JYtmwZ0D4mwbV3P+/LcyQGsD+m7j9Ryqh+l76jEJr6bF0aP2y3d1LnldZTXNnAW0vGuTao\nViZJEimnKqnVGRncM7TF2v2VvoFYdXXos4+gBzj8M/MH/Z7P99gLvqhVCm6d2uOqPkN3ch+Gogw8\no3u5XT2x8CAtCrnMaR5DhK+cgncfxNZYB4BX3CDCbn4GgMLyerYdKsJXq2biEPtcppTMCr7ZlIHR\nZGXGqG4MTwzjhff3OIa85hSfYMavnkQ0akW7LlnSrHYPkRjsrFYbn29IZ8eRIkI6ebF4Vi/HiKRf\nV2QEsFhsbR1ih3HgRKnTdlZhxx+t9LeP9rP/zPf299Hw6kOjCfTz5JeDBRSW1zO4Zyj9ruBiYqmv\npiFly7kdNiujDVsY+eRj5JXU07tboGMM/qVU1RlYsTmD0tONJPUJZ/KwGKq2fEHN7pUA1O5ZRcD4\nW/EfMfey43SVAF8P7r4+kU/WnsBktpIQ04nrvFIdiQGgMTMZQ1EGxYTy+D93YDLbn7p+2pfHs4uG\n8KcP9mI+8/eenpfM3df3diSGs8prGnn4pv5s3JuHp4eSBdclNPvn7gqt2ij+r3/9i/Xr7YuPjB07\nlieeeILdu3ezdOlSjEYj06ZNY8mSJa0ZQotauTXTMRmmrKqRv3y4j2XPXYdapWDikGhW78x2rM0b\nFujFsMRw6lO2Upe8AZlKQ6eR8/Ds2teVX8FtRIf6OD2Gd/TRSum5VY7EAFBTb2T1zmyqag3sPGpf\n4W3VtiyW3DKQsb38qdz4AYa842jCYwmc8jtU/iEkp5exNbkQfx8Ns8fGnpdIL1AEQZKICvFxWr/B\nZLYik8kcHf97U0v4YkM6jUYL05K6MG98HC++v4fcEvtF82BaGRaLlZ4H1zm9de3+tW6VHMA+7HTi\nkGjqG82EBnhRvvoYDb86xmbSsyE515EYwN5C8OPOHEdiOCu/rB65XOY0c7pzqA/XDYvhumHtfy0H\naMXksHv3bnbu3Mn333+PTCbjd7/7HWvWrOG1115j+fLlhIeHc99997Ft2zbGjh3bWmG0qCMZFU7b\nNQ1Gsotr6RETQFiglnceHcfW5ELUKgUTBkcjFR+nYvU/HceXFp4k+vf/Qukb1Nahu527ZvWmuLKB\ngrIGfLxUPHhj/w49WqnxvBm2Z9XUG9mV4rz059pd2fTOP4AubY/9vMxkrPoGSob9gT9/uNdx3L7U\nUv7z5ASUCjlKnwC8e4+i4fgO+4syOb5DZzqOtdkkPlh1jA178xxF4sYPiublTw84mlo+XXsChULm\nSAxnbT9STC+50jn9KNxzIIaXh8rRlOc7YBINqdscq8CpgqLwjElEefREk/PCApv2hXWP7kTXcD8+\nXXcCo8lK726BzLtA8b32rNX+F4ODg3nqqadQq+0dXbGxseTm5hITE0N0tL2dbtasWWzYsMFtkkOX\nCF9SMisd22qlnMhgb8e2R85Ohp34FmxWbKqZNJ43IQlAspppzD6Cb/9JbRazu4oI9ubfj0+grKqR\nQD+PDj9aqW9cEJHB3hRV2O9XFXIZEwZHs+toMdbzyp+pVQr0uceczjUWnWTr/mynfSWndZzIOU3P\nYAlTaS4BE+/AK34Ihooi1ub5sGpZGf7eG7nr+kQkSWLNLvssaYsVPt+Qjtlic2qDB8gtrkOpkDk1\noQb6eeA/eD5Vmz5x7Os0an6L/ExcySMqgchFL9OQuo38WhmrSqJg2X7GD4rG21NFw5kWgsTYQGaN\n6kZZVSNrduZgs0kMTwxj0pBoVEoFk4Z2pqHRTHAn92sObbXk0L37uSyZm5vL+vXrue222wgOPtdm\nGhISQllZ2YVOb5cWXJdAfkk9R05V4OOlYkz/KLYcLGBE3wh8GouoXP9fx7FVWz7Hd9DUJu8hKrU2\nn0wm+82RIB2NUiHnHw+OYsOeXGp1JsYPiqJ7dCdmje7mqAaqVMi5cWI8muRuTiVHVEFR+Pg2/Tkp\nCw5R8M2HINmQKdWEzn+C7baBfHv0OACVtQbe+DKZyRdo5rBdoB5nzy4BdA714bP1adhsEkF+Htwy\nOQH/kMF4RCVgLD6FR3RPNGHuOyv4fJrwbmTofHnh3V2ADtCRmlnJa38Yze6UEtLzqgny8yS7qJZ7\nbujDTRPjsVhtTv1inholnhr3fJJq9ahPnTrFfffdxxNPPIFCoSA3N9fxmiRJvznR5Lekpqa2cISX\nZ/YQDZP7hPPVjkrW7rbfbX269jiP9cnn1yXOyqpqUIQmoC47iSSTY4wZwvEyHZQlt33ggluICwAC\noK48m+Ry6B8JnSYFU1FnJjbMA6mhgNKoEWhPl6OsK8XqFUBd90nEKfX4eSmobbQ3gwzs5oX6wKcg\n2dvCJYuJwnUfstd6g9PnWawSjfWnnfbJZBCsqWPKQD+2HqvDbJHo19WLAGUlwX4y/nB9KDUNViID\n1ZQVZFB2tmqMPAyKqqGo4/x+b0h2XrDLZLGxevNhtqXWY7LYE+jWQwU8MD2UQB/75TS3rYNsJa2a\nHJKTk3n44Yd55plnmDFjBvv376ei4ly7fUVFhVPNpuZoq5LdeaV1vP3VYTILa+gTG8QfFwx0PBoe\nzz5NfsW52aUmi0SWrUuT5NBl8Di08UOw1FcjUyqdJnkJQnNdcGDomOuwGRuRqT0dN1hjRlg5lnma\nTr4aYoI9yH31fadTNJKZkQNjSSs4d4OlUsr53fyRxMcWsXpHNkqlnJsnxTsWsrnfasNitV2zEzpL\nDTnsPelcGFLjHYjJcq7vxWKVqLb4M3lQQluH1yxnS3Zfrlbr4SspKeH//u//eO2115gxYwYA/fr1\nIycnh7y8PKxWK2vWrGHMmDGtFcJVef2LZE4V1CBJ9nV4//PduZLGF1oCo0oTScCkO5F7eCNTe+LT\nbyIeUfZfFqVPJ2pMSr7fmsnaXTmOEU3GslzKvnuV4uUvUH/+UENBaAa5xsvpyVulVDCwRwhdI/yQ\nqzRNJsMpEkajUsgZnhiG1kNJZLCWJ28fjJ+3hlmju/H+M5P4zxMTHIkB7E1Z12piALhuaGdHdVa5\nDGaO7HrB8iL+3h1vJF2r/a8vW7YMo9HIyy+/7Ni3YMECXn75ZR566CGMRiNjx45l6tSm7fKuZjRb\nySl2HpWRfl653l5dA4nv7E9Gvv2RU61SMH1kV/yjBuAVN5iSL/9C/dHN1KduI3DSYoyxY/jjG9sc\nxbZW78jijf8bSvkXL2LT2zsgDfnHkau90PYYhiC0hKCZv0cd2gVjaTa1Pt14fJMCk9l+FzxxSDR/\nXDCwRT/PapOw2SS3HFVmMFk4lF6Ol4eSvnHBjtpoapWCF383nLKqRtRKOZ18PTBbrPTec2797e7R\n/k4JtaNo9kpwrtbWK8EteXMrmYW1ju1BPUKIDvUhq7CWPnFBzBrVlV0pxZRnZdCPdKIig/Abdj2V\n6/+LLm234zyZUs3uxKf56hfnmvnPTVITfOhDp33eiWMIueEPrfvFhHbLZpP4bssp9qWWEh6s5bap\nPQltoQWOXvp4H3tTnScWfvjsdVf0/nkldWw6kI+nRsnUpC4E+HqwbncOn69PQ2+0MHFIZx6Y2xeF\nm6wmV1Vn4LF3tlNRrQegf3wwf74nyZEgjmVV8u0vp7BYbMwc1ZWkPhFIksSJnCpskkTvroEXLbRp\nMxkwVeSjDopCrmn7EjCtuhLctejRWwfxz2+OkFlQQ5+4IGw2yTFq5FhWJXU6I7fElFKZax+hVJML\n+txURwfgWZLFhGQ2/vrtsWmbznRVdgpr+S8iuI3vtpzis3VpAJzMryarsIZ/Pz4Bo8nKiZwqwoK8\niAjyvsS7XJjpArP1z07mstkkjuecRqNSEN/54muQ5JXW8cjb2x3n/rw/n+cWD+W9lSmcvc3cuDeP\n2Ch/piV1uaJY29q63TmOxAD2+UwpmRX0jw+hrKqRF9/f45jkdiyrklceGn1mbpMXNhuOxFBe3ciX\nG9MprtCR1CecG8bEYiw4Qdm3r2AzNCBTexBywx/RxrftEstXSiSH3xAV4sM/HhwN2JuZbnx6jdPr\nO48WM7Nuu9M+Y9FJ/JJmYyw+V/FSHdKFqeMS2Xj4NDUN9iQRHerDwKQB6KxzqdmzCiQbmsgE/M6b\nmCRce/amljhtF5Q1sO94Kf/85gh1OhMyGSyc0oMF1yWw+UC+fb1ytZKbJsYzsEcIxRUNfPvLKep0\nJiYOiSapT4TjvWaM7MqRk+WcnbrQPz6Y6FAfdHozT/9np6MZdWivMJ5dPNRxwft5Xx6rtmehkMu4\ncWI8pwpqnGYIV9bo+Xl/Pr9ufziVX+02yaHR0HQCou7MvoNpZU6znyXJXsF2w55cfjlYgCTBqH4R\nPLpwIH/6YC8FZfUApOVWIUkSQ7M+xmawNx1LJgOnN34okkNHolLI6eTjQVWdwbEvtJMXCq9fLXgk\nV+I37HqU3p3QZexHFRCB3/AbMObv5aVJVo6YYvHw9mF0/0g0KgWa8bfiO2Q6NoNOzH8QCA/0dvRj\ngb0w28/78xw1eiQJvv75JJ1DfHjrq8OO4/6at5e3HhnH8++dKzu973gpL/5uOJ18NLy7MoWCsnr6\ndg8mOsSH6FBvJgzpDNhrA53fv7b/RCmHM8oZ1COU1KxK3vnmiOO11z4/yJQLXPDjovyaFK7rG+c+\nVQAmDo5m/e5cLFZ7Egjy88BstvLzvjw6XaD2kclsZfOBc6s+7jxaTPdof0diOGt3SgkDLc5VFSz1\nVUg2KzK586ROc1UxdckbkWw2fAdehzq4c0t9vSsmkkMzyOUy7p/bhze+PITBZMXHS83d1yfSyTMa\nQ0EaNn09IEPfYyovf52ORh3GnHGPEBvuTdEnT2Mqtc9e7evpTeTif6A6b1KM0rsTeIvlRAW4bVoP\nMgtrKKpoQKNWcO/sPmzan+90jMUqse9XRQktVon1u3OblJ3edqiQtNwqyqoaAXtzSViglmnnVQf9\n9TkA1WeqCx/+VbkYm2QflRPcydPRDNO7WyDjB3fGy0PF5xvS0OnNTB3epd110OrzUqnZ9R02sxG/\nQdPwThzteC02yp/XHh7t6Ec5lF7O618eAuw1vcYMiGTHkSIkCYb1DiPQ16PJ+9frTKhVCqenqrBA\nLdrAEdQf+smxT5swjOziesdnzRjZFT+FgaKPn3Y8YdQf/YWoe15H5eJmZpEcmimpTwSfvBBMUUUD\nMeG+aFQKIIDOD76LIT+NQoMXz3xyEptk/8M9cKKUf94c4EgMADZ9A3WHfyZwwu0u+hZCexYWqOXd\nJydQUFZPoJ8nWk8VkiQ1Wdi+d7fAC6xX3nRNAC8PpSMxnJWaVYk+L5XqHd9gM+oZ3GUSP5531+/t\nqWJgtBJ9TgpdQpouBYiZhLYAACAASURBVNy7WyBzx8VxIK0MT42SAQkhKOQyRvSNYETfiCbHtweW\nukpK//c3JKt9CHl54UkU3v5owuNoSN2GVd9A596juG9OXw6mlbHivIWQahtMhAZ48eFjI6k7lUxY\ngJnqTsF8viHd8TOTy2BU/0hCArV8uOoYJouNiCAtt03rQZBfX5TaTujzj6OJiKO222Qee2eH4yll\ny8ECXrvO7EgMAJLZQMPxnS4vQ3LNJ4eCsnr8fTTNWuxE66lq0mEnV3viFTeQXauPc34pGr3Ryqn8\napr8uUiijLfw22QyGZ3DfB3bU4Z3QaNWsje1hIggLbPHxuHloeRoRgU7jhahkMu4YUwsE4d0JrOg\nxlEjqXOYDzdNimff8VJO155rDu0erqX0q5eQLPamKu/S93lh1iNsLfTAQ61knF8uNR//gRrJRqSn\nL1P6383mY1XIZPbPOVsyfHQzVj5rLxqzjjgSw1m6jP2c3vQppjL7z6tm90oiFy3FbGm6hoZRp0P/\n1RPIdbWUA5rwOF646498vy0HmyRxw5hYIkO82ZJcSGiglvBALx6Y34+gM2U0Oo25ibNXjZU/HHMk\nBrCXMMmpkvj1zAmF55UNPGhJ12xyqK4z8KcP9pJdXItKKeeO6T2ZPTYOm0lPY8ZBUCjRdh+MTGn/\nZbGZ9NhMBnsz0AUE+TctrOUV2x9VSTTmCvtdnkzjhU//6y54viRJmEqzkak9UQfaU8rhk+V89fNJ\nDEYr00Z0YaqbdPAJLWvcwCjG/aqZ5vHbB3PP7D4olXI0xmp06Xu5e3ICs8Z0o05nIj66E3K5jMdv\nG8w/vzlCcWUDAxJCuLmnHmOB8zoD0Q2pPLLwPmwGHXlvv4z0/+3daWBU1dnA8f/sk5nJMtl3CElI\nAoGwJiBhBwVUkEVQq1ZFqxZtq62VtrZWsa5V6/aKWtvaaq2ICIiAyL6vAcIaCAlk39dJJpPZ3g+T\n3GQYVETJen5fNDf3hjM3k3nuvec5z9N6AWOuY55mBwuXPIZMRrddDKcKuMQdjRMpMAA4rRbqMjYw\nfPI9hAfqpXLxWrWCUdps7A1tae2W4mwSFAUseeAaadv/LT/Kuj3nAdcFZ8OHh3h+UToAxRUN7M4s\nwuijRav2LCApjxmJpmyvlMiiDu6DIbnzi5F2z9/2j2DZxjPkFLl+4Vabg3+uOcmYBF/My/+ErbYM\nAHVIDOF3PUvdoa+o3vYxTqsFr34phMx5DLnGPRhMTY1m59FCTua6HgGMGxrB0KRwnLHPYTq+DYfF\njGFgOkpfzxRWR1MDxR8vkd4chkETkI29l6ff3yddZby1/CiBfl7Sas3exmFppC5jA7a6CvRJo/GK\nHojD0kjVto+xFGShiUzAf/ytnZJH3ln8vDXUHdlI/tp3XHekCiWhc39LeLtObAP7BfDg3MGs2nYO\nuVxGDb5cfBmjDnIFHntTg3RH0cpWX91tC8e18ooegM/I66k7uA6cDnT9R6KLHUrdRX0oHMhYszOX\niGADUSHe9A3zYdKIKDSZK6i96Gc6bc00njsMTgdeMSluvTjAVWLHZLZSXGFi8Vu7pLmIxD7+BPvr\nKGt53JcSH8iQxHBkiX9xpcI77Hj1S/GYsO4M3fu3/gMUVbr3c3U4nOQe2EVgS2AA15VFfcYGqjZ+\nQGvDFHPOUWr3f4Fx7HzO5FVjsdoZGBOAVqPkhYfGklNYi1oll5qoVJrhYHMiwQE6hrb0caipt7A1\nowCFXMaE4ZHYj37tlv5qOraVLPUIt9tPcKXV9dTg4LA103jmAE67DX1CKnK1+0dY8cdLsBSeAaDu\n4HpC5/+O+mNbpQWHluJz2BtqCZn9aIePvbM4HXaqNn/Y9qjSbqNq64dubTovlNTx5Lt7pOfjh07L\n+dvEWdiPfgl2G7r+qRxXJrPnw0OEBuoYF56ArShLOt57UNcsb/N9BV57D8Yxc3HabSh9AnA6HWgi\nE7AUuF6rXKvni/K+rDxyQjomJEBHeJCB5iGTqcv4Cmez6/Gc0hhKzZ6V0nyiOjiaiMA5bo/vAny1\neGmUrNmZ6zZJffpCFc8vGkNdQzM6jYpBcYEtacMKdP1SOuBMXL5eGxxGJYeRcbotEAT6aonxrqX+\nov2s1WVc3EnLUp7PU3/fy8FTrnLj/cJ9eW7RGHRaFf0i2ibxTl+o4omlu7G0NHKfNCKKu24YwC9f\n3ipliazcls0zQ8u4WJjG7LEtOrRnFu5zWC0U/WsxzWWuzJxqv2Ai7n4Rhc71ei0luVJgcHFSl/EV\njblH3X5OQ9a+jhpyp7AU52A6uROFwYjPkMnIFCocFvcJZ3uj+zt477FitxRTm93BIe013PSruThs\nzWw7Vc/fPmxLiz0VNZ5HRydhrSxEFz8SnyGTcTicZBfU4GvQSCuqsy5UsWp7Dg6HkxvSY0iO7fqp\nqwp929+mTCYn/CdP0ZC1F3tjPV4Jo1jzzE63/TcfyOe+WYNQB0QQee/LmI5tR6bxQqZUU7m+rahh\nc1kePxlloqxGR0llIz56NbPHx1JR4/k3DK4aWO3XoHRVvTY4TB/dF6vNzo7DhQT6eXHbdYn4aRox\nHfwCZ8sfnMLgj2/aDdQf2yJtAyj1ipUCA0BOUS1f78/jurQ+HDhZikbtKoC2Yku2FBgANh/Mx99H\n65Y+WFZt5owijig20BqE5Fo9g9JGssBSwIot2djsDq4ZHM7U1O7RXvD7aji9RwoMALaaMuqPbcUv\n7UYA5GrP1EG5RofKGIq1okDapvIPu/qD7STmvJMUf/RnqTOZ6fh2Iu55AUPyWEyZW6X9nHHp/POL\nE6hUcqaN6kvwJcpjhPjrkGv1yNGz8cAJt+9l5jfReOtNRIW4AnN1XRN/WLqL/FITMhncND6OGdf0\n5fdv75auiPedKOZvj06gT7uJ9O5AplRhGNiW0uqj17itZfLz1tBgttLYZCPIGIpx3HwAag+s9fhZ\nYVoz7yyezZm8al77JIO/rz7B+1+cYMLQSLcU18Fxgd+5Cr2r6LXBAWDm2Fhmjo1tt8WbyIUvUX90\nCzKlCu+UySi9jYTd8gTV2z7G3liLYdBEsmUpwBG3n1Va2cCiv26RniUmRBvRe3lmPlyqlJXFGEvo\ngt9Td3gDco0Ov1GzUOi8uX1aEnMmxGG1OfDtgVUfWzltVo9tDnM9JZ8+T+O5w6iDotHFj6Dx7EHA\nFRh8R9+Ew9JA6Wd/xdFYh1znQ+C0+zp66B2mPmODFBgAmktysBScIWjGA2hCYrAUn6PJP47frHNg\ntmQDsGHvBV5/dAKpA0KlZ+Ip8UF8uSuHv686RurAUI8sPblchqHd+3bF1mzyS1tW+Drh863ZKOQy\nt0clNruT3ZnF3S44XGzhzIG8+nEGNrureGBCHyN3/nk9zTYHg2ID+cPdqei9VOgTR1O9/RMp/VSm\n1mIYmI5cLmNXZhEFZa5H1k4nbMlwTVznFNRg9NGSntL17xha9ergcCkqYyj+E25126aNTCDsJ3+W\nvk4zWfiHl0oqva1UtNRWaZdTnpVXzc2T4zlypl3JgvggZk+IY2tGgfR8MjRAR3pKODptH3RxnlUy\nW3va9mT6xFFUb1+GvaWtqlxroLmykMYzBwDXB6GjyUTY7U9jq6tAFztMeuTU5+F3sVYXozKGSZll\nPZFM6ZlqbWuoof6r93FaLfgMu44NJ5yYLW2P36rrLRw8XcofF6ZRUFaP0wl//vte6X26dvd5Jo+I\nwlunlioGz50YR26Rq7De4LhAyi/xaESh8CwyF+TneXfX3YwbGklybCDnCmrwM2j49evbpbIgx85V\n8Pm2bGaOjWXd3jIskXdzjeo0fgY1PsOuReXn6ktzqfOF08mcid2rfzSI4HBFfA0aXnp4LKt35NBs\ntTN9dF8OnPJsdxoZbODFh8ey51gxIf46Jo2MRqNS8PqvJ7LjcAFyhZxxQyJ6RQD4NgovbyLueZH6\nzM1gt2NImUDxR0+57WOrKUNlDMWrz0C37TKlqkuUGrjafNNuoOH0HmmOwSt2KBVfvi1dvZpO7kI9\n8Ncex2kUThqy9hGo96VCHeF2AQOQW1zH+09M5di5CsIC9Gw+mM+T7+2Rvn/9mL5u+wf4apk3MY7c\nwrp2dyOBjBvatVZEXyl/Hy3+A0I5eKrUo15Ufmk9i9/aId1JfSYP59kHx+Dt68e63bmUVZvpH+XH\nrqNF0jGBvloG9gvAWlVM9a7PsNdXYUgeh/fgCR34qq6MCA5XKCrEm0Xz2rILvPVqVm8/R1PLHIO/\nj5a0gWFo7CZCgnKQK9Wo7MGg0uOjV3N9es/os/tjUXobMY6ZK32tjUzAVN2WHqj0DUbh3T2e1V4N\n6qBooh58k4azB1EajNhM1ZjPtU0k47CTpspiY0A4xS2ZePHhBsJ3PEtpg6vvgCohHW9dAvWNbY/x\n+oX74qVRkjogFKvNzurt59z+3aNnK/jt7SPYfCgfo7eGeZPj0WpU/HFhGheK63A4ncSEe66k7o5O\n5VbR0GQlJT6QATH+GLxUmMxt5yosQM/uzLbiiA6Hkw37LvDfr06TmV0BuB7L3Tw5ntyiOozeGm6e\n3B8lDvI+fBJ7SztWc+5RZAqF23xHVySCwxUqqWzg4KlSwgL1DEsIJiLIwCu/Gs+mA3moVQquG9UH\njbWOgvd/g6PRVdisdv8aIha+dMkJVsFdwJS7cDQ1SHMOgTMeQCbrHv0BrhaF3hefIZMBXDn2F/E1\n+vHGYxM5cLIEtUpBn7wvaTjU1h/amrWTh66byDubSqmqayI5NoDbxgZRuekDHJYmNMkTPX6m0+lk\n7NAIxg71XBHdJ6x7zzG0cjqdPPOP/dKdUFiAnhceTufp+0fz0frT1JgsTBoRRWIffz7bku12rM3u\nkAIDuALGheJ6nrx3lLTNfOG4FBhamU7uFsGhJzqWXcGf3t0jrUOYmhrNLxYMRX/qC8afXue6Swha\nQH1DrRQYwFV5sfHMAbeiX8KlKXQ+hM7/XWcPo8vy6pfiNkmvCOrDERIJyKsmPcX1QV521uRx3JAI\nGf/447U0WWx4ya3kv/0w9gZXJdj6zM1MH/YLVu1v+7Drjs/Kv69j5yrcFrEVVzawdtd5fjItkT/f\nN5qz+dWs232egjITKfFBHD3rKkjoZ9BwbWo02w8Xuv08lcp1EeN0OimtasRXHwDIaJ8Sr2yZo+jK\nRHC4Ap9tOeu2QG3jgTxmxZqw7/oMALulkYp17+A9vOu1QBV6BplMTuj832EpPkdRSRWLl5diynI1\nCpo0IopHbh2Gd8okTCd2SovkFMYw1udoKT6UyejkMPrbs6TAAIDdxk3+Z0hZOJ2cwloGxwWRFOPZ\nL7mnqW/wzJZrnaDPK6nj8Td3Sj0ddFoli386gqraJoorGjl4uowRSSFSartGrWDOhDjySur4yz/3\nU1TRgK9Bze8HT0ebtR6cDlSBkfiNuqnjXuAVEsHhMjntNmQK1+myXtRVy+kEc2EOF+eTKL0DkOt8\npLsHVUA4uoRUsi5UkV9aT0p8MEFGz5pMQpv2572V3eFELnMVqevtNGGxrNhSg6nJfT3N/Cn9ieg7\niPA7nqb+2DYUOl/eOhHA/rWnAVi/5zx/uFbHxdevCi9vRg4IZeSA3tOVcFhiMP4+bf1aFHIZk0ZE\nAbD9SKHb33tjk42SikY+23JWmrvRqhX8asFQmm12Rg4IJdDPiz++s1uqz1RraubFE5G888u3obEW\ndWhMt3hEKoLDd2jMPUrF2new1ZShix9O0I0Pc+PYfhw/VyGlqKYNDCWyfzBlx92P1cW5rt4aTu5E\nplRjGJjOh1+fk0oCq5Ry/rQwjSH9u/4tZkezmaopX/065txMVAHhBN2wCFV4Au98nsnG/a5a+HdM\nTxLFCAHzJTqZnS+q5YMvT1Ja1Uh6yiSuGRDG/i82u+2z8qyWX/YbgjnHtWZH5R+Gz9CpNBWeobkk\nB22fZKkJVUFZPQdPlRIRZGBEUkiPCsxeGiUv/WIsa3bmYqpvZIT9EJrPH6MktB8G4/Ue+xeWm9wm\n9Zua7VTVN3Hz5P7StoKLGv9U1jZhVfti8O36K8lb9frgYLc72H+yhKraJtKSw9yqqzpszZR9/goO\ns+vZbePZg1Rv+5hR0+7jpV+MY9e+0wRpmpk6ORmNXk9z+jzqDq5DplRjHDsfTUhf7A21KH2DUIf0\npdGh4vOtbdkgVpuD/319xiM42OoqKf/yLZryTqEJjyfo+gd79OrfS6na+AHm3EwArJVFlH7+KqdG\nPM663edd22zN/N9nR0mODZDqWPVW00b3Zf/JEin1Mj7Kj/dWHZfW0uQU1mKzO5DLcCsrr/dSE3rL\nEzTln8LZbMYrZjA1e1dTvfW/rh1kcoJv+hVn5PE8/f5eqQxH6xxbTxJs1HHPjQMpW/k3TCd2YAca\nsw8xKMREv4hrySl0ld5LiQ8kKSaAry9qwqRRKXh/9XEOniolOtSbgf0C2NZuLiKpr7/b4sLuoNcH\nh2f+uV96XvjB2pM8v2isVB/JVl0iBYZWrQXyAs6uZvyZ1QAUZ3sTfvvT+I+/Ff/xbQvoGnOOUPrp\nC65KlzI5qvELsTvcH0lZmm04LGYsxdmoAiNRGoyUf/k25hxX3aCmvBOUrX6DiLuevTonoItqaleI\nEMBeV0HWOfcaVE4nZOfX9LrgYG+oxXzhOOrASNTBfRiRFMLzi9LZmlFAkJ8XCdFG/rB0t9sxx89V\nMnNcLCu3uS5OvDQK5qQFUPK/Z2guzcWr72DUobHU7FrRdpDTQfXO5Xxmn+dWn2nTgTzumJ6E8RId\n0bo78/lMt69lpVn89dEnOFXYgFIhZ0BMABarnbW7csgucAWM6FBviioa+LKll0ZBmYnoUG9mjuvH\nkTPl9Av35a4bBnT4a/mhenVwyC6ocauRZLbYWbX9HI/cOozm8nyQq1AYjNhN1dI+2uiB2Ooqqd23\nRtrmMNdTvfszQm56BKfTKd1yV235b1sJZKcD+97/Mjp5EbuPtWVGTE3yIu9NVy195EqCZtxPU/4p\nt3FaCrMu2Xe2J/OKHkB9u3UOKv8wBiWGs/Fw2+9LLpeRFBNAWXUjfgYNalXPPz9N+aco/ngJTqur\nPpdx3AJ8rpnHxv15bD6Yj1qlYM6EWJQKuVvSRLBRh0IuI7lfAJHBBm6fnkT9J09gbqksajqxAydO\nnHb3R1ROWzP2i1aDOQHHJcrA9ATqkBjpMRu4KrD+e8M5tmQUYPTWcvcNAxmWGMzTPxvNxxuycDjh\nlqkJLH7LvWhfXkk9T903mvtmDerol/Cj6dXBwW737Mpms9oo+vBJmi64JhB0ccOxN9RirS5GE5GA\nps8A7I21Hh3d7I11VG7+D3UH1yNTqjCOnY/DXOe2j8Ni5tH5gxjSP5i8knpGDgglZN9rWJpayoc7\nbFRu/ABNRDxN549Jx2nC4npVYADwn3IXDqsF87nDqIKiCZx2H5HBURRVNPDV3gvotUpmjo3l2X/t\nJ6ewFoOXip/PS+lWHcquRPX2T6TAAFCzawUHZYOkxxxmi42PvspiwdT+rNrmWpQZF+nL+eJa6Ur3\neE4lMUEqEtu1sAVounACn5by1K18R0xnllcsp3IrpUdSY1MiCPDtmYkUgdPuo3TFyzSX5KA0hpIV\nPZeVW1znqdbUzLMf7Of/HpvIH9/ZI0047z9ZQt8wHwrL254y+OjV3b4eWq8ODv2jjST19Zd69CoV\nciYEldGU0Taz3Jh9iNDbnqR270rM5zIwn8tAFRSFOiTGrZOUOiCS2j0rAVcP2MoN7+M99FrqD7dr\nLp40Go1O59bgPW9TW39gcDX+CZhyF5Ub3m+Zc4gj6MaHrsrr72qOnaugosbMsIRgfA16t94MpsZm\n3vxvBkfOlhMb4csDcwbz0frT0rNgk9nKm58eYWRSCNpu3pzm29ib3PuQOO1W8goqPfYLC9DzwZPX\nUdfQjNMJP3tuo9v3Nx0pJ9kYiq3d3ZkmtB8B0+5FERZP4emTyCMG4Js6kdHAX385jv0nSokINjC2\nGxWP+75UxlAiF76EvakBuUbHhx8cgHaF/C3NdlZtz5ECA0B5tZlJw6MorzZzvrgOH72aX8wfgkrZ\n9TOSvk3P/Su6DDKZjKfvH82WQwVU1TaRPiQcw7HPPLo+NZ49KM0BAFjL8/EbtwBd/HBsNWXok67B\nfOGiVCVc7f6CbliEOTcTdWgMPiOmA9Bw9iD1h79GrtHhFZNC/eGvpWN0ccPQhPQl/I4lV+U1d1Wv\nfpzB5oOudqp6rZLnFqW7lWV4Z+Uxtma4ynMfOl3GC/8+4Da5Cq40w8q6JiKCOr//7tXiM2QKFe16\nCejihpOY2A8OtAUIhVxGcmwgOq0KnVaFqbEZlVLulpJp9PEi+NpfULb6dWzVJWjC4wm47l6q6iz8\ndo2VsupIOFBH6pl9/HFhGvFRRuKjek/5EoVWD7gm9/ccayuZoVTI8Pf1nGvRaVW88ZuJlFeb8fPW\ndPvAAL08OICrL+70dumQTdbR1O7/ktbVjDKVFtUlWns6rRYCJt3RtsFhp27/mnZ7yCCkP29sqmDf\niX6EBehZFFhHnKqE0mXPt/18jR7jhJ9gKTiNOqQvfqNn//gvsosrLDdJgQGgocnGii3Z/PonbR3N\nMltWpbbKLqhl9oQ46c4BICJIT3ig/uoPuBP5DL8Ohd6XhrOHUAdF4jN8GqEqDXddP4B1e86jUSuI\njfDl863ZpKeEkxwbiEGn5vZpiXzw5UkcTvA1qPnJtES04b7UX/cUm/acQanVM7PZi80HXQXkWu0/\nWcLxcxXdopnP1TBrXCx5pfXsOFyIj17NPTOTGZ4YzJodOVS0ZIP5GTRMHO5K+e1J65Z6fXC4mDYq\nkZCbH6fu0FfI1Rp8R92EyhhK9a7PcJhbbi8VSmRKNcUfP43SOxC/9HnoE0dhHLeA2oOu8hl+Y+fz\n8QGTdNVRWG7ihf8c4OW0PNovo3daGlD5BWMcM6cTXm3XYLZ45umbLTZMp/a0PMaLJiY8gKq6tgAR\nFqDnjumJKBUy9h4vITLYwF3XD+hR+fffRNZ3OE1+AwgM9m5pMQlzJ8Uzd1I8v3ltO1sOue6w1u7O\n5Y/3pDFyQChzJsaTnhJBcUUDCX2NaNVKsvNr+MPS3S2ZSOXsPFpI6kDPxW/ti8/1NmqVgl/fNpxf\nLhiKQi6T3l9/e3QCmw/m43A4mTgiqkdmbongcAn6/iPR9x/pti3irueoPbAWp9WCwttIzY5l0vfM\nF44T9eAbyL28UXgZkCk1KLQGTl9wn0+oNTVjVnimXSq70cKYqyEu0o+EaCNZea6sMJkMxgWUUbbi\nX9I+c/ukUxc1jLP5NYQF6nn01mGolArunDGAO2d0vzTBK7XpQB5vr8jE0mwnIkjPk/eOJqzlbulc\nQY10DsGV6rt+zwWGJ4Zw6nwVWrWClP5td8HbDhe4pajWN1oJ8vNCIZdJ24OMXgxNEIs0lQr3x0S+\nBg2zJ8R10mg6hggOl0nlH0bgdQsBKP74Gbfv2WpKqd2/lqpN/5K2la74Kwn9fi1liICr7WDYmElU\nFB7BUuzKN/dOmYw2MvHqv4Au7un7R7N+zwXKaxpJT4nAZ+MztL9e1V/YxUuPLMQi98JLo+wVdwgX\nM1tsLG0JDACF5Q38Z90pfnvHCAC8tJ5/ziqlnEde3UZOket9OHpQGL/76UhkMhlGb89smqS+Abzw\nUAgbD+Rj8FJxQ3oMBaX12OwO+kcbe+V5761EcLgMzWV5VO9chr2hDsOg8SgvnoOQybFW5rtvczqY\nHVNLgz2SPceLiQg08MCcwWgM3oTf/QLNJTmuPsi9bOXzN9FpVcyZ2HYlVqTVuwUHmVKFTKlCp+5e\nq0x/TNV1TVK/kFZFFSbMuZnUHf4alUbHpMGD2JzpmpzWa5UE+mnZldnWfGbPsWKOnCknOTaQuEg/\nokO9yStxPS4dEe9HdMlmVDoDD94wEafKy22RaFJff56+fzRatfjY6A3Eb/k7OJqbKProSal4XlPe\nCQKuuxeVfxjWqmKQyTGOW4DSJ5D6I5vcjvWNjOGhaCX39L2AOkiPrq8r26O0qpFtx23ovcxMHG69\nZK/p3s44bgElnzwrLSL0S78ZubrnTPZdibBAPX1CvblQ0pZaOTJaRfHHS6R1N7O99jL53meoaoRh\niSEs23jG4+dk5VXzt/9lUFVnQaWUM39Kf4aFOdF9tYS6Xa7zXXdkIwVpv3FbJHrqfBVbDua7pWJ3\nJ81WO1szCiivNjMmJZy+Lf0obHWVWIqy0UTEo/R2VaG12x2cLagh0NfLraTODx5D2QUasw+h8g9H\n139kl16/dNWDg8lk4pZbbmHp0qVERkaye/dunnvuOSwWC9OnT+eRRx652kP4QZryT7n1ZABoyjtJ\n2O1LqD24FpUxBO/BE6V96zO3IFMo8Rt9E7bacso+f5XWCWifEdMxD1nAr1/bhtniugJcu/s8rz06\noUekvv2YvPoOInjubzAd3YImMgHfVM8CaL2NTCbjT/eO4qP1pyksM5E6MJQJth2Y2i3IdJhN9LOf\nxzc8he2HC+gT6u02h2DwUnH0bDlVda6FdFabg3W7c7numgJMrav5caVrl+S6d4UDqGypXNodPfX3\nvVJjnuWbz/D0/dcQ03SastWvg8MOciXBN/2KhpAU/vD2LkqrGpHL4LbrElkwNeEH//uNZw9R8unz\nUiA3DJpA8MyHf/DPvVquanA4evQoTzzxBOfPnwegqamJ3//+9/znP/8hLCyM+++/n23btjF+/Pir\nOYwfROkX4rFNrtVT8O4vXSUvgIaTuwi77UmCrn+Q2qTZqNRKjJGBFLz/W9pnJtVlbGCjaZgUGMDV\nl/ZwVtkls0R6s/rj2ylf9TrgpOH0HqyVhQTNeKCzh9Xpgo06Hrl1mPR19S7P9TXHim08968tUiG+\na9P6YGm2o9UomDUuliX/2Oe2f32jFZvT8+IkNc6Hj/fXS+9XpULG2JTuuQI9t6jWrWObze5kzc4c\nbqv9tyswADhsjVStCQAAEOxJREFUVG3+DysDtZS29Np2OOG/G7KYkhr9vVaFW212/rnmJHsyiwgP\nMrBwZjLafavcKiuYjm3Df+LtKLto+9urerm6bNkynnzySYKDXdkOmZmZ9OnTh6ioKJRKJTfeeCPr\n16+/mkP4wdQB4fil3wwtt3+asDicDrsUGADMuZnU5pzgt2/s4JG39vHQq7t44d8HaB8YWl2c9QCg\nUIhJvovV7vuC9uev/sgm7GbPzma9nc+wa1EH95W+1g8Yw78P2Wlf+mjHkQJ+detQZo2LpajcROpF\nvRqSYwMIGnU9cq+2TDptVBLhA1N4ftFYJo2IYtzQCP7y4Jhu2xq0NeW3PYVc3pae3sLeWEdFjdlt\nm8PhpKKiltqD66neuRxru1Xl0JYo8PMXN/Hyfw9RXdfExxuy+KJlLURmdgVL3t/LpctRdd0aVVf1\nzuEvf/mL29dlZWUEBbVN5gYHB1NaWnrxYd/q+HHPK6WrzhCPbPwiZFYzDkMQuuNfcnGex9otGZw6\n3/aHs/NoEcOGJNKPHFrflk2RKUQZLXhp5JgtriuIiAAVjvp8DrXkpgsu3o1mtzenEzhy9Cioel4+\n+Q829FYUNQU4lRqqvYMxHS52+3az1c6rH2xl+wnXB6FGCSPj9ZTVWgnxUzE+WU1mbhGy0fegKj2D\nU6WlOrg/xRmuPtXj+gPIMFed51DV+Y59bT+ixEgtpwtcj8WUChkJwVbMJKPNy5D2MYclE6W20b5D\nt7+3Aueap6g0uaoCV+1cTt2on+Lwdl30rtxbxZEc151GfqmJ8/nlWC+q21ZR20S2VwKRspPIWqKE\nJXwgR8/kArl0RR06Ie1wONxS4dpXML1cycnJaDSdW9CqKcyX4n+fxGl35dOoQ2JoChoCuBcyc/af\nQuTk8TTmHEEdFI2u/0gGyGSMHGZh97Ei9FoVoweF9Ypqot+XSd9M2YpXpNtw3xHTiB01ppNH1ZWN\nkP7v5oZzvLeq7SJqSmofNh1o6z9gsQEqA28+PuoSP2fcVRxj5xoy1Mn+EyWU1zQyamAYwf46nI5U\n6g59RVNhFtrIJHyGTWWAXEFM3zx2HC0kxKjjhrhmbF+2lYuX2a1EWQoJnOAqh/Pq6nVu/875MgtT\nUqMprGw75zqtkrQbFyCrGSNNSOsTUjtkQtpisVzRRXWHBofQ0FDKy9tWuZaXl0uPnLoTbXgcEQtf\nxHRiJwq9L96DJ5JeZmHljlwcLRN/XholI5NC0Pho0YS7L5bx89Ywo5tmfHQUQ+JoVAtfwtwSWL1i\ne1Zzmatp5rhYIoINZJ6tIC7Sj7goX77ae8FtnzpT8zcc3XMp5DJGD3JPHZfJFfiOnIHvyBlu26ek\nRjMlNRpwdYN0f5DkOq6m3oLT6SQqxJtaU1ttqxB/HT+dkURZVSOZ2RUYvTX8fF6KqyBkSF80IX2v\nxsv70XVocEhJSSE3N5cLFy4QGRnJmjVrmDt3bkcO4QdxOuw4zCYUel/UQdH4T7hN+l58lI6n7xvN\n2j25qFUKZo+P+8Yl9TX1FuRyGT76i7tOC+3Va0LIVA0jWutDnFh89b0MTwxheGJbMkVybADHz7V9\ngLV+8AnfzatPMpqIBCyFWQDItQZWlUWz6qn1OHGd69AAHSWVjRi9NfxiwRD8vLX85cExNJitaDVK\nFJeY8+jqOjQ4aDQann/+eR5++GEsFgvjx49n2rRpHTmEK9Zw5gAVa9/G3lCLJjyekLmPofQJcNsn\npX+QW3kCW10FDVn7UfoEoIsfgcMp47VPDrM1owCZTMb00X25f/Ygser0EjKyyljy/j6pYc1t1yZw\n63ViJfmVeuLuNFbvyKGwzERacmiP73vxY5LJFYTf/hQNWXuxm02ckffj849OS98/eKqU3/xkGIl9\nAwjw1bolnXTnNUwdEhw2b25rbD569GhWr17dEf/sj8Zha6b8izdxNLmyZSxFZ6na+hHBM3/xjcdY\nirIp+vBPUmMWXf+RnI69XSqK5nQ6+XJXLqkDQhmW2P0erV1t/9uQ5dbJbPnms8waH4tO233/2DqT\n3kvFrdf+8Fz93kqmVGEYOBaAgq3ZHt8vLG9g/LCojh7WVSVWXl0Ge12lFBhaNZee/9ZjavevcevY\n1XjmABdyPDOS8krrPbYJnpVarXYHNnvXTfsTeo/hicFuj4nkMhg5wHM9VHcngsNlUBpDUBrdc8M1\nMUM4lVtF9UUrRu12B3aHE6fDswz1sBgD7Z8gyeUyhou7hkuafk1ft6/HDA4XczSXqayqkT8u3c3c\nx7/gD2/voqSy4bsPEi5bdKgPT9yTRnJsAANi/Hn8zpE9shGSqK10GWQyOaHzf0flxn9hrSzEEZHC\n4t0BlK3bgUIu456ZA7lhTD/e/+I463efR6WUszBtMLHyA9ASJLTRA+k3PJnH5EZWbT+HQiFj7qR4\nokI8S3gLMOOaGAJ9vTh4upQ+oT5cmyYmUC/Xa58cllYDZ2ZX8Lf/Heb5RemdPKqeZURSCCOSet7d\nQnsyp/PS6/a6mtZc3a6wzuG5D/azO7NtoZFaKee+2YN469Ojbvu9+tNY/KuPo/QJwJA8Drmqezcc\nF7qH2b/9wm2+Ri6DT36VQMW6d7FWFqFLSCVoxgPINbpOHGX3tnr7OT7ddBaH08lN42O5eXL/zh7S\nN7rSz07xWOkKXLy8vtnm4PT5Ko/9zpr0+I+/BZ+hU0VgEDpMQh/3Rxz9o42ULn+J5rILOO1WGk7u\nomrrfztpdN3fqdwq3lt1nBqThbqGZv699hQZWWXffWA3I4LDFbg4DTAu0pfRyRctrpHBwH7uqa6C\n0BF+uWAoSX1dpacT+xhZNC0ce0ON2z5N+acvdahwGU6dr/Tclut5cdjdiTmHKzBrXCxqlYK9x4qJ\nCDYwf0p/jN5afnr9AL7cmYNapeDWaxOIDu2eRcqE7i0sUM+LD4+VytM47Vby9H5uAUIbKdJar1Ri\nS+B139bzJqTFnIMg9ALmvJNUrHfNOej7jyTo+p8j1+o7e1jd1spt2Szb6JpzmD0hlgVTum6wvdLP\nThEcBEEQerAr/ewUj5WELsnRbKZy478xn8tAFRRF4LX3oPIP7+xhCUKvISakhS6patN/qD+8AVtd\nBeZzhylZ/mJnD0kQehURHIQuqTHXfc2ItTwfW51nloggCFeHCA5Cl3RxzXuFwYjC4Nc5gxGEXkgE\nB6FLCphyF5owV5MkhXcAQTMf7pCuWYIguIgJaaFLUvoGEXHPC9gb65FrdSIwCEIHE8FB6NIUOlGY\nUBA6g3isJAiCIHgQwUEQBEHwIIKDIAiC4EEEB0HoRZxOx3fvJAiICWlB6BXMF45TsfYdrNUl6OKH\nE3TDQyi8DJ09LKELE3cOgtDDOe1WSle8jLWqCJwOGs8coGrrR509LKGLE8FBEHo4a3UpjsY6t22W\nwrOdNBqhuxDBQRB6OJUxFIXBvUGNNjqpk0YjdBciOAhCDydTKAmZ9xjq0Fhkai2G5HH4j7+ts4cl\ndHFiQloQegFtRH8iF4qy58LlE3cOgiAIggcRHARBEAQPIjgIgiAIHkRwEARBEDyI4CAIgiB4EMFB\nEARB8CCCgyAIguCh26xzcDqdADQ3N3fySARBELqP1s/M1s/Qy9VtgoPVagXgzJkznTwSQRCE7sdq\ntaLVai97f5nz+4aTTuJwOGhoaEClUiGTyTp7OIIgCN2C0+nEarWi1+uRyy9/JqHbBAdBEASh44gJ\naUEQBMGDCA6CIAiCBxEcBEEQBA8iOAiCIAgeRHAQBEEQPIjgIAiCIHgQwUEQBEHw0G1WSHe2p556\nioyMDKxWK3l5ecTGxgJQV1fHnDlzePjhhzt5hN1fQUEB06ZNk85tq6VLlxIWFiZ9fd999/HMM88Q\nEhLS0UPsFtavX8+7776LzWbD6XQya9Ys7r333m/cf9myZeh0Om644YYOHGX38H3PZU8igsNlevLJ\nJwHXB9idd97JqlWrAHjjjTc6c1g9TnBwsHRuv8l7773XQaPpfkpLS3nhhRdYsWIFRqORhoYG7rjj\nDmJiYpg8efIlj8nIyCA1NbWDR9r1Xcm57EnEY6UfQWZmJrfccgsTJ06UgsWKFStYvHixtM8dd9zB\nvn372LdvH/PmzWPOnDk8/vjjnTXkbmXx4sU88MADTJ8+nc2bNzNp0iQKCgo6e1hdUnV1NVarlaam\nJgD0ej3PP/88cXFxrFu3jvnz5zNz5kymTZtGRkYGu3fvZvPmzbz++uvs2LGjk0fftXzbuWz/Hty3\nbx933HEH4Po7f/HFF1mwYAFTp05l27ZtnTb+H0rcOfwIKisr+d///ofJZGLSpEncfffd37r/+fPn\n2bJlC97e3h00wu6jrKyMWbNmSV/feOONAPj5+bF06VIAnnnmmU4ZW3eQmJjI5MmTmTJlCklJSaSl\npXHjjTcSFRXFn/70J5YuXYq/vz/Lly/n3XffZenSpUyaNInU1FTGjh3b2cPvUr7pXPbp0+dbj7Na\nrXzyySds3ryZ1157jfHjx3fQiH9cIjj8CMaOHYtarcbf3x+j0Uhtbe237h8TEyMCwze41GOlxYsX\nM3jw4E4aUffz1FNP8fOf/5ydO3eyc+dO5s+fz1//+lfeeustNm/eTG5uLvv37/9eRdh6q286l9+m\nNcjGx8dTU1PTEcO8KkRw+BEolW2nUSaT4XQ6pf+2ai05DnyvsrmCizhnl2fr1q00NjYyY8YM5s6d\ny9y5c1m2bBkfffQRr7zyCjNnzmTkyJEkJCTw0UcfdfZwu7RvOpfLly8H2voj2Gw2t+M0Gg1At68e\nLS4drhKj0ci5c+dwOp3k5+eTlZXV2UMSegGtVsvLL78sPQ93Op2cOnUKtVqNTCbjgQceIC0tja+/\n/hq73Q6AQqGQ/l9o803nMikpCaPRSHZ2NgCbNm3qzGFeNeLO4Sq55ppr+Oyzz5g2bRoxMTEMHz68\ns4ck9AKjRo3ioYce4oEHHpDuVseOHctbb73F4sWLmT59OjKZjPT0dA4dOgS43quvvPIK3t7eTJs2\nrTOH36V807lctGgRw4YNY8mSJbz55pukp6d38kivDtHPQRAEQfAgHisJgiAIHkRwEARBEDyI4CAI\ngiB4EMFBEARB8CCCgyAIguBBBAdB+J7Wr18v1dIRhJ5KBAdBEATBgwgOgnAZXnvtNaZMmcK8efP4\n+uuvAcjNzeXuu+9m/vz5TJw4kQcffBCLxcLq1au55ZZbpGOLiopIT0+nubm5s4YvCN+bCA6C8B02\nbtzIhg0bWLlypVR9F1xNcm666SaWLVvGhg0bKCgoYOvWrUybNo28vDzOnj0LwKeffsrs2bNRq9Wd\n+TIE4XsRwUEQvsOePXuYOnUqBoMBpVLJ3LlzAXjsscfw9/fnvffe489//jNlZWU0NjaiVqu5+eab\n+fTTT7Hb7Xz++efMnz+/k1+FIHw/oraSIFyG9lVmFAoFAI8++ih2u53p06czYcIEiouLpf1uueUW\n5s2bR2pqKvHx8URFRXXKuAXhSok7B0H4DuPGjWP9+vXU1dXhcDikfhM7d+5k0aJFzJgxA4CjR49K\n1U3DwsIYMmQIzz77LLfeemunjV0QrpS4cxCE7zB+/HiysrKYO3cuPj4+JCYmUl1dzSOPPMKiRYvQ\n6XQYDAZGjhxJXl6edNycOXNYsmRJt+0EJvRuoiqrIFwFDoeDp59+mvDwcH72s5919nAE4XsTj5UE\n4UdmMplIS0ujuLiYO++8s7OHIwhXRNw5CIIgCB7EnYMgCILgQQQHQRAEwYMIDoIgCIIHERwEQRAE\nDyI4CIIgCB5EcBAEQRA8/D9qPJc0T988cwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12911b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x='day', y='total_bill', hue='sex', data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x76137f0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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q9qyh/shmajPX49t/TIcKBMBv8EQkhdp1LdPo8Bs04ZLvQXBtUX98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\nVZqgGLvXZwUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12df6830>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x='total_bill', y='day', hue='time', data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x75e7330>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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IiEiA4UBERAIMByIiEmA4EBGRAMOBiIgEGA5ERCTAm+CIyMiRH05D1sVwICKz\ncTqSzoPhQERGnI6EmrDPgYiIBBgOREQkwHAgIiIBhgMREQkwHIiISIDhQEREAgwHIiIScJj7HAwG\nAwCgrq5O4kqIiBxH09/Mpr+h5nKYcNBqtQCAc+fOSVwJEZHj0Wq18PDwMHt5maG9cSIRvV6Pmpoa\nuLq6QiaTSV0OEZFDMBgM0Gq16NatG7p0Mb8nwWHCgYiIbIcd0kREJMBwICIiAYYDEREJMByIiEiA\n4UBERAIMByIiEmA4EBGRgMPcIS211157DSdPnoRWq0VJSQnuuusuAMC1a9cQGxuLhIQEiSt0fKWl\npYiKijIe2yY7duyAn5+f8fWCBQuwZs0a3H777bYu0SFkZWXh3XffhU6ng8FgwIwZM/D000+3uvzu\n3bvRtWtXTJs2zYZVOob2HktnwnAw06uvvgqg4Q/Y3Llz8cUXXwAA3n77bSnLcjq+vr7GY9uanTt3\n2qgax1NWVoY333wTGRkZ8PLyQk1NDebMmYPAwEBMmDChxXVOnjyJkSNH2rhS+2fJsXQmvKxkBadP\nn4ZSqURERIQxLDIyMpCUlGRcZs6cOThx4gROnDiBuLg4xMbGYunSpVKV7FCSkpIQHx+P6Oho5Obm\nIjIyEqWlpVKXZZcqKiqg1WpRW1sLAOjWrRtSUlIwYMAAHDx4ELNnz8b06dMRFRWFkydP4vjx48jN\nzcWWLVvw7bffSly9fTF1LG/9HTxx4gTmzJkDoOH/+bp16/DII49g0qRJOHr0qGT1dxRbDlZQXl6O\ntLQ0VFdXIzIyEvPmzTO5fFFREQ4fPowePXrYqELHcfnyZcyYMcP4OiYmBgDg6emJHTt2AADWrFkj\nSW2OYODAgZgwYQImTpyIQYMGYdSoUYiJiUFAQABWrVqFHTt2QKFQID09He+++y527NiByMhIjBw5\nEmPHjpW6fLvS2rHs37+/yfW0Wi0+++wz5ObmYvPmzQgPD7dRxdbFcLCCsWPHws3NDQqFAl5eXrh6\n9arJ5QMDAxkMrWjpslJSUhKGDBkiUUWO57XXXsNzzz2HY8eO4dixY5g9ezY2bNiAbdu2ITc3Fxcu\nXMCPP/7YrknYOqvWjqUpTSEbHByMyspKW5QpCoaDFcjlNw+jTCaDwWAw/tukacpxAO2aNpca8JiZ\n58iRI7h+/TqmTp2KWbNmYdasWdi9ezc++eQTvPXWW5g+fTpGjBiBe+65B5988onU5dq11o5leno6\ngJvPR9DpdM3Wc3d3BwCHnz2apw4i8fLywh9//AGDwYCLFy/it99+k7ok6gQ8PDywceNG4/Vwg8GA\ngoICuLm5QSaTIT4+HqNGjUJJcqWEAAACqElEQVR2djbq6+sBAC4uLsav6abWjuWgQYPg5eWF8+fP\nAwBycnKkLFM0bDmI5IEHHsDnn3+OqKgoBAYGIjQ0VOqSqBMYPXo0/vGPfyA+Pt7YWh07diy2bduG\npKQkREdHQyaTYcyYMcjLywPQ8Lv61ltvoUePHoiKipKyfLvS2rFctGgR7rvvPqxevRpbt27FmDFj\nJK5UHHyeAxERCfCyEhERCTAciIhIgOFAREQCDAciIhJgOBARkQDDgaidsrKyjHPpEDkrhgMREQkw\nHIjMsHnzZkycOBFxcXHIzs4GAFy4cAHz5s3D7NmzERERgWeffRYajQb79++HUqk0rvvnn39izJgx\nqKurk6p8onZjOBC14dChQ/jmm2+wb98+4+y7QMNDcmbOnIndu3fjm2++QWlpKY4cOYKoqCiUlJTg\n999/BwDs2bMHDz30ENzc3KT8GETtwnAgasP333+PSZMmoXv37pDL5Zg1axYAYPHixVAoFNi5cyf+\n+c9/4vLly7h+/Trc3Nzw8MMPY8+ePaivr8fevXsxe/ZsiT8FUftwbiUiM9w6y4yLiwsA4MUXX0R9\nfT2io6Mxfvx4XLp0ybicUqlEXFwcRo4cieDgYAQEBEhSN5Gl2HIgasO4ceOQlZWFa9euQa/XG583\ncezYMSxatAhTp04FAJw6dco4u6mfnx+GDRuGN954A48++qhktRNZii0HojaEh4fjt99+w6xZs9Cz\nZ08MHDgQFRUVSExMxKJFi9C1a1d0794dI0aMQElJiXG92NhYrF692mGfBEadG2dlJRKBXq/H66+/\njjvuuAPPPPOM1OUQtRsvKxFZWXV1NUaNGoVLly5h7ty5UpdDZBG2HIiISIAtByIiEmA4EBGRAMOB\niIgEGA5ERCTAcCAiIgGGAxERCfw/Pf2rcmz3e4YAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x75ea3f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 盒图\n",
    "# IQR即统计学概念四分位距，第一/四分位与第三/四分位之间的距离\n",
    "# N = 1.5IQR，如果一个值>Q3+N或<Q1-N，则为离群点\n",
    "sns.boxplot(x='day', y='total_bill', hue='time', data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12db9090>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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pfpxUbpqWurp6PvDwJ9i9e7d837oQy8iyCJHe3l4efPDB4uOPfOQjAEQiEb7z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\nQcOFktWG0wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12f244b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x='total_bill', y='day', hue='time', data=tips)# 小提琴图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x76bd510>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DMzXErdQaeefOAYrIoLhhAhlBELD/wAEwIQk+FS+8Ky0Uv1WZsWLFCsyZM0dE\nCwOXn3/eDSYkVtJQ6rRwDqfO61FZWRkULjuvxaGjU1hYCIpm2vwyhSsYGBoNMJlMUKk8qwnfETCb\nzY5OW1E3ym1K0HP+/HnUVFdDlTTIp3FCFTTuSFbj5wMHkJOTg759+4pkYWBSVFSE4uIiKBNulXSe\nTpcq4Obk5AS/OCxatAivvfYannvuuRZ//+9//7vVwd9//31s3boVFEXh4YcfxhNPPIH9+/dj8eLF\nMJvNGDNmDKZPn+699TJy/vx50MrINis2Rigdv6+pqUFqaqo/TAsqCgoKYLfbQXsQdklomV9++QUU\nRYMJ9d0VdEeqBr9VmfGf/3yMf/xjKRim/eafOMuGsGGedXvzlLgQFmqOQXZ2Nu655x5J5xKDVsUh\nPT0dADB69GiPBz58+DAOHjyIH374ATabDWPHjkV6ejrmzJmDlStXIikpCc8++yx2796N4cOHe2e9\nTNjtduTnnwetTG7zvRGXch2qq6uJOLTAuXPnAACMBwlbhGvhed7hGtEkgmaVPo+nYCjc2ykEa88W\nYPv27cjIyBDBysDklz17wITEg+akPfOiKQqdwlkcP/5bUJw7tLrsHTlyJABgwoQJGDFiBCIjIxEb\nG4t77rkHEyZMaHXgQYMG4YsvvgDLOkI5nTWGOnXqhLS0NLAsi8zMTFdp3GCirKwMTU1G0Oq2Qy8j\nVJfFgXAt+fn5YDg1OYz2kePHj6OurhZsRGfRxuwXp0LnCAW+WLGi3dYHKy4udrg1w/yzcOsaqUBN\njdbVByaQcSsJ7ueff0ZGRgaWL1+Ojz76CGPHjsWvv/7a5uc4jsMHH3yAcePGIT09HVVVVYiLi3P9\nPj4+3tUaMpg4e/YsALQYD20365v9HK6gQVGX+yMTmnP2bB6gjAr4VVSgs3XrNtCsEqwILiUnFEVh\nTLcwNDY2YsWKFaKNG0js3bsXgPQuJSfdL9VZOnr0qF/m8wW3Qhref/99/O9//0OPHo4Stjk5OZg3\nb55bmZTTpk3DM888g+eee85xiHvFQ8CbrVUg1JzfvXs3aEbRYnnpq8WBoSmEKVmcOXMmKL4Q/sRs\nNqO0tASK2H6tvs9qsZJr1wp6vR4HDx4AG9ULFC3u2UCChsXgZDW2bduGtLQ0pKX55yHqDwRBwLZt\n28CExEnuUnISrWYRE8Ji186dAR8m7JY4UBTlEgYA6Nu3b5u1yc+fPw+LxYLevXtDrVZj1KhR2LJl\nS7ODrerqasTHexaP3a9fPyiVvvtUfeFf//43KHWs28IWqaBgs9kwcOBAiS0LLpyN19uqAcQpOHLt\nWuGLL76AIAhQREmTeTuikwZr4U2eAAAgAElEQVQ5NRbs3LkD7733frs5nC4oKEBNTQ2UCf79bvWK\nVuDQxYvo1asXQkOlr0JsNpu9WlS36lbS6XTQ6XTo168fli9fjsbGRjQ1NeHLL7/EkCFDWh24pKQE\nc+fOhcVigcViwc6dOzFp0iQUFBTg4sWL4HkeGzduxLBhwzw2Wk4qKytRWVEBVuN+KFqkikFlRbmE\nVgUnzsPo1qqH8uYGGI1GmM1mf5kVVDQ1NWHTpk1gw1Ili9FXMjQyumpQWHixXVVN2L17NyiKBht+\ng1/n7R2jBM/zAV8evdWdw5AhQ0BRlGuX8Pbbb7t+pigKf/nLX6772eHDh+PkyZMYP348GIbBqFGj\nMG7cOERHRyMrKwtmsxnDhw8PuiiII0eOAAAYD8QhWsXgVHEdLBYLFApxqz0GM/n5+WAUoaDZ6+d/\nCGYdmgQeS5cuxezZs/1oXXCwZcsWGI1GhHS+Q9J5esco0T1Kgf+tXIk777wTMTExks4nNTzPY+fO\nXaJFd3lCShiHSBWLX375xRX0E4i0Kg5nzpxpc4CNGzfi/vvvb/F3WVlZyMrKavZaeno6fvjhBw9M\nDCwOHToERhnmUa/jaDUDQRBQUVGBG27w7yolkMnLOweqzYY0joVJTnbwlB3wFyaTCd9++y1YTYIk\nxeKuhKIojO0Who+O1WL58uV45ZVXJJ1Pao4ePQqdrg6qFP8n+NEUhX6xCuz/7TfU1dUhKiowC076\nXLJ7+fLlYtgRFBgMBpw4cRJMaIpHD6kYtUODnX2SCUBjYyMqKytAq9y7MXR6fVBGtknJ5s2bUV9f\nDy7WPw+4aDWLO1NDsGfPHpw4EVyNa65m8+bNYDg12LC2c5WkoH+CGna7HT/99JMs87uDz+IQbE2z\nfWHv3r2w23mwYZ6t/mPUjgM8Z+c4wuVKrJ4kvwX7A0lMDAYDvvlmNdjQZLAi9Tp2h6FpGkSpWXz8\n8b9hs9n8Nq+YlJWV4eixY2AiurZZ4UAq4kJYpIUrsG3r1oB9hvp8ZTrSNn/Hjh1gVBFur3adqFga\nkSq2w3bYaonLZbrbvpYMBUSoWLdyazoKX3/9NYzGRijibvLrvBxNYVRnDYqLS/Djjz/6dW6x+OGH\nH0BRFDiJorvcZWCiCqVlZTh58qSsdlwP0gnOTQoLC3H27Fmw4V28EsT4EBoXzudLYFlwcuHCBTCc\nutXD6CvpFc3h2LFjMBqNElsW+BQXF2PDhg3gIruC8XChIgY3xijRJVKBVV9+CYPB4Pf5faGurg7b\ntm0HE9YJtMxZ+X1jVQjhGGzcsEFWO64HEQc32bBhg0+Nx5NCOZSUlpGH2yUKCgoAReu9MK7kpjgV\nrFYr9u/fL6FVgY8gCPjoo38BFAtF3M2y2EBRFEZ3DUVjYyO++eYbWWzwlu+//x5WqwXKmN5ymwKO\noTAwUYVDhw8HZDkNcubgBnV1ddi1axfY8E6gvAx7Sw3jIAgC8vLyRLYu+OB5HkXFxW32wriS1DAO\nMSEctgZhLS4x+emnn5CdfQpc3E1u77qkIFHDoX+CChs3bgiaQAGdTocNGzaADb8BtPL67X39yaBk\nNWgKWL9+vdymXIPP4pCZmSmGHQHNunXrYLPxUMR433MgLZwDRV3OCu7IlJWVgbfZwLTRRe9KKIrC\nwAQlzpw9i/Pnz0toXeBSV1eH//znE7AhseAiu8ltDu7uFAoIdqxatUpuU9xizZo1sFisULZRrsUd\nBEGAwFsBAHm1Zq8XyWEKBv3jVdixfTvq6up8tktMWhWHzMzMVv8DgKeeesovhsqFVqvFxk2bHKsN\nD3IbrkbF0kgJ43CM1AhCUVERALTZYvVqBiSqoWBofP/991KYFdAIgoB//vOfMDY1QZE4SLYomyuJ\nUDK4PVGNn376CcXFxXKb0yqVlZXYtGkzuIguouwarLp8wO7I2j9c1oQj5U1ejzU0NQQ23uZWrTp/\n0moS3Lx58/xlR8CyatUq8DYeIXG+rzZ6Rimx6/x5aLXaoM8w9YXL4uDZTapmaQxIUOKX3bvx2GOP\nNavw297ZsWMHDh06BGX8LWACxCUCAHemanC0woSvv/4as2bNktuc67Jy5UrYBQEqEe5jALA1ND8j\nOFtrxu3JIV6NFaNmcVOcCps3bcLEiRMDJimu1eXHoEGDXP/17NkTaWlpSE1NRVJSEqxWq79slI2C\nAkejEzayu0+7Bie9Yx3nFXv27PF5rGCmuLgYjDLUqz7HQ1I0EAQhIH20UlFaWoqPP/4PWE08uOhe\nXo0hCALsVsfqtqrRJtpZoUZBY1CSCnv27AnY3cO5c+ewe/ducFG9QHPePcCvQWie42G1+3Y9h9+g\ngc1mw+rVq30aR0zc2pu+//77GDp0KO69915kZGRg1KhRWLJkidS2yYrdbsdHH30EilFAGSdOBmpc\nCIvkMA47d+zoEAf516OoqBhgvRPbKBWDm+KU2LplC/R6fdsfCHIsFguWLHkTVl6AMmmI13lFVl0+\nBKsj7LSw3uqTG+Rq0lM0YGkK3377rWhjioUgCPj00+WgWRUUARChdD1i1CwGJKjw448/orw8MIp0\nuiUO33//PX766SeMHj0a27Ztw+LFi9G9u7wJJFKzfft2nDlzBoq4/qAY8QpzDUxQofDiReTm5oo2\nZjBht9tRVlYGWun9TuzONA0sFkuHOHv45JNPUFhYAGXiIJ9WvS25QcRCo6AxMEGFn3/+OeCaWh08\neBC5uTngYvuBYji5zWmVEZ00YCDg888/k9sUAG6KQ3R0NOLj49G1a1ecOXMG48ePb9chmVqtFsuX\n/xesJh6sl3kN1+OmeDVCOAZr1wbeKssf1NTUwGq1tNgoyV3iQlj0jlVi44YNQZeE5Qm7du3Cli1b\noIjpDTbMx8YwIrtBriY9NQQQhIASbKvViuX//S8YVQS4yK5ym9MmYQoGQ1PV2L//QEBENbolDizL\noqioCF27dsWRI0dgs9nabX19QRDwwQcfwmS2QJl4u+jlQRQMhcHJKvz665F2LbDXw5ns4+sZzrA0\nDZpMJmwI0OxSX8nPz8eHy5aB1cT7vUSGN0QoGfSLU2Lr1i0BI9jbtm1DZUUFFLH9AyK6yx3uSNEg\nUsXi3//+l+y1q9y6Ys8++yzmzZuHESNGYPv27RgxYkSbzX6ClS1btuDYsaNQxN0syiF0SwxJDoFG\nwWD5p592uLMHZ2VaX69tYiiHG2OU+H79+oB5GImFXq/HokV/h0BxUCbfETQPtvSUEJjNFmzdulVu\nU2A0GvHlqlVgNfFgQpPkNsdtOIbC6C4aFBUVy97awK1vXZ8+fbBixQqEhIRg/fr1+PTTTzF16lSp\nbfM7JSUl+OSTT8FqEsFF9Wj7A16iZGmMvCEEuadPB3TJXikoLy8HRbOgRKhrM/wGDRqNxoByZfiK\nzWbDkiVLoK2thTJ5qKxZ0J6SFMqhc6QCGzdsAM/zstqyYcMGNNTXO84Mg6w46I0xSvSKVuLL//0P\nFRUVstnhVpvQZ555Bnq9HjqdDmazGbGxsZg2bZq/bPQLVqsVb775FniBgjJpsORfqAGJaqSFK/Dp\nJ58EXGaklJSXl4NWhIpyfZNCOfSOUWL9d99Bp9OJYJ38/Pe//0V2djaUibeBUQdfLsyQZDVqtFoc\nPHhQNhsMBgPWrVsHNjQlKK8hRVEY2z0MlMDjww8/lM270Ko4zJgxA0OGDEFeXh4GDx6MIUOGYMiQ\nIRgxYgT69vV/ByUp+eyzz66ICpG+WiNNUXigRxiamhrx/vvvwW63Sz5nIFBSUgqKE6/X8T2dQ2Gx\nWPDll1+KNqZc7Nixw1FtNbqX1wUe5aZntBKRalbWSqObN2+G0WiEwk9NkKQgQsngvs4anDx5Eltk\nqifWqjgsX74cZ86cwYQJE3DmzBnXf9nZ2Xj33Xf9ZaPkHDp0yHFTRvX0PSrEA+JCWIzqHIqjR4/h\nu+++89u8csHzPCqrKt0WB0EQAEGAXQB+LTe2uIKKDWFxe5IKW7duxblz58Q22W/k5eVh2bJ/gtUk\nQBnfX25zvIamKNyWoEJ2To4s/UssFgvWr/8ebGgSGLX7jaQCkYGJanSNVGD58k9lcS+5deawePFi\nnDhxAsuWLcPSpUvbVdOV6upqLF36Hhh1lCw35e1JavSJVWLFihU4fvy43+f3J1qtFrzN5vZhtFWX\nD0CAAGBTfsN1E7fu7hSKUAWD9997Lygz9+vq6vDGG4sARgVVEB1AX48BiWowNCXLiveXX35BQ0M9\nuGjvi2QGChRF4YEe4QBvwz/efdfv5zhufQvXr1+PadOmQa/Xo7GxES+//HJApXl7C8/zePudd9Bk\nMjtuSprxuw0UReHBHuGIC2GxZPHidt1K9HIYq3s7B3cTt1QsjczuobhYVIRPP/3UNyP9DM/zeOut\nt6HT10OZMtTrkvCBhIaj0SdGiV07d8JkMvl17g0bNoJRRYLxY+tUKYlUMRjbNRSnz5zxe2E+t8Th\n888/x5o1a/Daa69h7ty5+Pbbb/HFF1+0+blly5Zh3LhxGDduHN566y0AwP79+5GZmYlRo0Zh6dKl\nvlnvI2vWrMHp3FwoEm6VLGzVHZQsjcl9IiDYzFi4YH67PaB2lgVwVxw8SdzqGa1EekoINm/eLJuP\n1hu++uorZGefgjJhoCxd3aRiYKIaxqYmvzZnKigowIUL58FGdA26CKXWuDlehT6xjuil/Hz/dZN0\nSxzsdjvi4y8rcUJCAmi69Y/u378fe/fuxXfffYf169cjJycHGzduxJw5c/DRRx9h8+bNyM7Oxu7d\nu337C7wkLy8PX331FdjwTgFx+BelYjClTwRqtVosXLAAjY2NcpskOmVlZaBoBhQrUvGzq7i3Syi6\nRynw0UcfYe/evZLMISYnT57EN6tXg4voAi5S/u+gmHSK4BAdwmH79u1+m3P37t2gKBpseCe/zekP\nKIrC/d3DEcLReOedt/2WgOyWOERGRmLHjh2un3fs2IGIiNZr8cfFxWH27NlQKBTgOA7dunVDYWEh\nOnXqhLS0NLAsi8zMTFlWeRaLBe+++y4oVgVV4kDRxhUEAYLdsdrNqTZ5HIKWGsbhkRvDUVhYiL++\n/rrft+RSU1ZWBloRJtmqjqEoPNI7EmnhHN5++23s2rVLknnEwGAw4N13/wFGEQaliN/BQIGiKPSP\nUyA7O9sv9ZYEQcDevXtBh8SDbgeuuasJ4Wg82CMUpaVlbnltxMAtccjKysKbb76J4cOHY/jw4Viy\nZAnmzp3b6md69OiBW265BQBQWFiIH3/8ERRFNavBHx8fL0uLwa+//hplZWVQJAwCxShEG9fRAMRx\nIPpLsdGrypc9opV4qFc4Tp85jb/99a/tSiBKSktBsRpJ51AwFP7QJwKdwlksXboUX331VUBmoX/2\n2Weorat15NR4Ubo8GLg53hES7g/vQHl5OSorK8GG+i/a0N90j1Li9iQ1Nmz4ATk5OZLP1+q30plY\n9Le//Q1r1qxBfn4+KIpCSkoK/vjHP7q16j937hyeffZZvPLKK2AYBoWFha7fCYLg8SoyOzvbo/df\nTXV1Nb5duxZsRGewoYk+jXU1YjUA6Rungk0Q8N2pU/jLK69g0uTJUCjEEzE5sNvtqCivABMpXea5\nEyVL4w99I7HhXD1WrVqFo0ePYvz48VCrpc9fcYfCwkJs27YNipgbgzJJy12iVAxSwzls3boFXbtK\nW/jOGUHJahIknceJwFuhUqkwatQobNu2DWabf6Lk7usShvw6K9566008//yfwHHSVZptVRxmzJiB\nffv2AQDS09MBOB7oLMti9OjRbQ5+9OhRTJs2DXPmzMG4ceNw+PBhVFdXu35fXV3d7CzDHfr16wel\n0vtt4/wFC0BRLJTxt3g9xnURsfJl/3g1BAH4Pq8AGzdswLz586FSBU8phauprKyE3c6D89PBP0tT\nGN8zHEmhHLbl5eG/y5djxsyZsidv2u12rFjxBRiFBgoRehkHOn1jldh6oQopKSlITBR3MXYle/fu\nBcOpQPnp+yXYrRg1ZhSeeeYZCIKAPds2+WVeBUPh/u6hWJldh/z8fDz66KNtfsZsNnu1qHY7Ce70\n6dM4ffq020lw5eXleOGFF/DOO+9g3LhxAID+/fujoKAAFy9eBM/z2LhxI4YNG+ax0d5y6tQp/Hbs\nGLiYPkFRs+aWBDXG9wzHqexTeH3hQjQ1idegxd+IVXDPEyiKwpCUEDzZPwq2Rh1effVVfPbZZ7JW\nFN67dy8KCi6Ai72p3bqTrqRXtGMhd/jwYUnnOX/+PKCI9FuUEkVz2LZtG/7zn/9g+/btULH+i47q\nFqXETXEqrFu7VtLkOLeT4Dxl+fLlMJvNWLJkCR588EE8+OCDWLduHZYsWYKsrCyMHTsWXbt2RUZG\nhsdje8s336wGw6nBRQVPo6L+CWpM7BmO3NxczJ83L2ijmC6Hsfo/ZDg1jMNzt0Th1gQV1q1bh2lZ\nWT67J71BEASsWfMtGFVEu4uouR7RahaxIRx+++2YZHMIgoDy8gr/LjwYDqZLJeNNJhOUrH8TF+/r\nEgoIdknLxki2dJk7d+51D63lKEVbXFyMEyeOQxEXfCu2m+IdGaffnsnD3Ndew1//9jeEhcmXl+EN\nZWVloBkWlEw7NiVLI7NHOPrEKrHhfDVeffVVZGRk4PHHH0doqHi1nlojNzf3Uv0u8fuEtIVcPnIA\n6BzBIvtUNnieB8OIn2hqMplgMjVBGS5NiHQgEq5kcHuSCrt378bkyZORnJws+hzBnafvAY6ICSoo\nOkK1RJ9YFX7fOwIFBRfw2pw5Qdc/uaysDDQnTjVWX+gWpcTzA6IwJCUEW7duwfPPPYd9+/b5JaJp\nz549oGgWXIT/dw2C3YpRoxw+8vvuuw8mm/8iuNLCOZjMZsmy/127aTq4gzY8JT0lBDQFyRpedRhx\nOHDwIJiQONAi9BGQi14xSkzqHYHiootBJxClZWWAiNVYfUHJ0MjoGoZn+kdDzRuxZMkSvPHGG9Bq\ntZLOe+DAATCaRFl2rnL6yJNDHRE158+fl2R8Z80huRce/iZMweDGaAV2//yzJDXFOoQ4GAwGFBcV\ntYt6Kz2ilZjcJwKlpcVBIxB2ux1VVVWiluoWg+QwDk/fEoX7uoTit6NH8Kfnn8euXbsk2UVotVrU\n1taCCYlr+80SIKePPErFgMLlcyexYVmH2ApCxyh7fyX94lRoMBhw9uxZ0cfuEOJQUlICQRDaTe2a\nblFKTO7tEIh5c+cGfJvM2traS9VYA0scAEdW9dBUDZ4bEIVYBY+lS5diyZIlol9TZ/lqWtk+voOe\nwNIUwlRsszB2MQkPDwcACHz77GvfGl0iHa40KZLiOoQ4ON0FFNd+Dqy6RSnx+xsjUFR0EQsXLgzo\nTGpn+QSakzY72hdi1Cz+eFMk7u0cioMHDmD6Sy81S9j0lfr6egAIihBqKVAxFIxGoyRjcxyHsLBw\nCJbgjOTzBRVLI0rNoaioSPSxO4Q4OP1xFCVtSW5nRMgDDzwAlUoFs03aba6z1Ebe2bN4++23Ze/b\nez2cK8ZAF2eaonBnmgZP3ByJRp0Wr8yahZMnT4oytiu3Qoay8IEAQzn6Y0tFly6dYbe0j1axnqJh\nLy8+xKRDiIOz9IQgSPvwlCMipE+sCmO6heHw4cP4/PPPJZ/PG5w7N1qiaqxikxauwNP9IxHG8Hh9\n4ULk5ub6PKZG49g1OQszdjRsAnyqbNAWvXr1gt2kg8AHX7OnQKVDiENUlMPPK1ilzTCWKyJkUHII\nBiWpsX79etlKoLeGVqsFzXCgGOnqwIhNhJLB1H6RCOMELHrjDZ97bLi+gx3Q9SEIAhosdtfZgBQM\nGDAAgmCHrdH/hTzlxshDklydDiEON9xwAwCAN0vbREfOiJDRXcNwQ7gC//znMr+USPYEvV7vla/d\n3266qwlV0Pj9jRFobDRgxYoVPo3VtaujAQ1vqhXJuuDBaBNgsvJISkqSbI7evXsjNDQMtnr/962W\nEzNvR12TFWlpaaKP3SHEQaPRICU1FbwxsB6aYsLQFCb0CgdvtWDZsmVym9OMhoYGCF4kKMmZuOUk\nXsPitkQVfv75ZzQ0NHg9jlqtRpcuXcE3ShPOGciU1DtcPd26dZNsDpZlMWLEcPCGUthtgRucITaF\nOisEAZIUlOwQ4gAAg26/Hfamagi8RW5TJCNKxeDuG0Lw22+/4ejRo3Kb46LBYAC8SPySM3HrSnrH\nqMDzvM+x5HfeORR8kxZ2S2CHHotNgc4ClmXQs2dPSecZO3YsBMEOa905SecBAFDNv88cLc9381R1\nE0I1GvTp00f0sTuMOAwbNgyC3Q5rO9923p4Ugkg1i2/XrJHbFBcmkwkU7fl5g9zFzZyoOceN72tV\n3BEjRoCmaVjq8sQwKyiwCwJytBbceutASQ+kASAtLQ2DBw+GTXdO8pwHNqx5LSNn9Vl/ojfzOK21\n4O6RIyXp69BhxKFbt27o0qULbLr8gOwMJhYsTeG2BBWyc3JQVlbW9gf8gMViBajg/apVGx1RbgkJ\nvjWSiYuLw7Bhw8DrL3QY18f5OgsazDaMGDHCL/M99thjEHgrzDW+R5i1BhfZHaAdgjAoWY3bkvxf\nlueXokYAFMaPHy/J+MF7x3oIRVGYMGECeJMevCEwHppS0TvW8aU9ceKEzJZcQhAABG/dm98qTYiM\nCBfFZz5p0iRQEGCpEid/wm1kcoPsLzUiOjoKQ4YM8ct8nTp1wn333Qdb3TnwJunyHiiKckXf9YxW\n+r2uU5nBimOVTRh3//0eN0xzlw4jDgBw1113ISExEZaa7Ha9e4hWMVBxjKgZvr5A0RSA4LzeebVm\nnK8zY/yEiaKUm05JSUFmZias+guw+TFAQg43SIHOggKdBePHT5C0neXVTJ06FSGaEJgrfm2X9ZZs\ndgHfn2tAZEQkJk+eLNk8HUocWJbFo3/4A3hTHWz6QrnNkQyKoqBmacnKFXiKglMA9sDM3m6NejOP\nH/IbkJaWigceeEC0cadMmYL4+ARYyg/7LWmLi+zuKnzYOZyT3A1iFwRsKzQgNjYGY8eOlXSuq4mI\niMBzzz4LvkkLi/aMX+f2BzsKDag0WPFiVpakvUg6lDgAjoPp7t27w1pzst1mUwqCAIOFlzTpyBM0\nmhAI9uC61iabHV/l6mEDi7/8ZbaoK1+1Wo2XX54Ou7URpvLDftnFUhQFmnMIQryGldwNcqjMiPIG\nK5544knJD6JbYvjw4Rg69E5Ya7LBN0lbit2f5FSbcLDUiHHjxmHQoEGSztXhxIGmaTz//PPgbSaY\na07JbY4kVBl5WHm7K/lPbsLDw0HZgyeE2Mw7hKHKyOMvs2ejUyfxm/P07dsXU6dOha2hGNZa8cst\ny4m2yYZdF424beBA3HXXXbLYQFEUXnzxBcTExsBcth+CLfgrtpYbrFh/rgG9evXCU089Jfl8HU4c\nAKBnz54Yk5EBa+058E0iZqwGSOzzyaomUBQl+crCXaKjoyEESXROk82O/2XrUdxgw4yZM3HbbbdJ\nNtdDDz2E9PR0mKuOw9ogTZc0f2OzC1h7th4KlQp/euEFWRvwhIaG4tXZswHeBFPZgaA+f9CbeazK\nrUd4RCTmzJnjlzOcDikOAPD4448jMioSlorDohXkC4TY5wYLj8PlJgwdeoerno/cxMXFgbeZPHct\n+VlsGyw8Pj+lQ1kjj1deeUXyVS9FUXj55ZfRvUcPmMsOgjfWSDqfP9hRaEBZgxXTpv0ZcXHyNDa6\nkp49e+L555+HrbECZn9HiImE0WrHymw9bDSLha+/jujoaL/M22HFQaPRIOvFF2Ez6WARKSbaEfvs\nUPRhaSF+j30WBAEbzjVAoCg89thUv87dGs7m53azZ+Un/Cm21UYblp/QQWelsGDBAgwdOlSyua5E\npVJhwfz5iI+PhankF/Amaet/ScmpKoc/PDMzE3fccYfc5rgYPXo0xo4dC2vtGVh1F+Q2xyNMNjv+\nl6OD3iJg3rz56Ny5s9/m7rDiAACDBg3C3XffDYs2VxT3EkVRrv7AfeNUft9S7y0xIq/WjCeffMr1\nQA4EnGcfdrNnLU25yO4AKFAAxnUPk0xsL+ot+O9JHQRFCBYvXoIBAwZIMs/1iIyMxN8XLUJkRBhM\nJbvBe3idAoEygxU/5DegT+/eePLJJ+U25xqeeeYZ9O/fH+aKI0FTudXM27EqV4/KRh6zX30VN910\nk1/nl1wcDAYD7r//fpSUOHyq+/fvR2ZmJkaNGoWlS5dKPX2b/N///R+iIqNgrjgU1LX2j1U0YWeh\nAcOGDcP9998vtznNSE5OhkKp9LgiKUVRAEWBphxlQaQQ21NVJnyRrUN0XALeefdd9OjRQ/Q53CE+\nPh5///sihIWoYCr+KagEosHC4+vcekRERWH2q6+6ejoHEizLYvbs2UhOSYa5dF/AX18LL+CrHD1K\nGmyYOWuWLOeHkorDiRMnMHnyZFcylslkwpw5c/DRRx9h8+bNyM7Olr3/QGhoKKZPfwm8SR+0Pslf\ny4zYcK4eA265BS+99JKsh4AtwTAMenTvAcEUOCGFgiBgb3Ej1p7V48Ybe+Ptd95BYmKirDalpKRg\nyZLFCNeoHQIRBC4mCy/gq1w9zKAxf/6CgDnnaonQ0FC8vnAhQkPVMJf8ArvE/V28xczb8WWODhfr\nrXj55Zdx5513ymKHpOKwevVqLFiwwJXeffLkSXTq1AlpaWlgWRaZmZnYsmWLlCa4xYABA3D//ffD\nWpcHmyF4SirbBQE/XTRg0/kG3Hb7bZjz2mt+zUT1hH79+sLWVBcQVXHtgoAfzzdgR6EBd911F/72\nxhsICwuT2ywAQGpqKt58cwkiwzQOgQjgGH27IGDtWT3KDTa88spf0KVLF7lNapOEhAS8vnAhGMoG\nU+kvAZfrZLbZ8WWOHkX1VsyYMQPDhw+XzRZJ93+LFi1q9nNVVVWzCIb4+HhUVnrm/8vOzhbFtqvp\n378/Dh48iNqKw6A7Z7IMh8oAABh3SURBVIBm/R9p5AkWXsD6PD1ya8y45ZZbkJExBjk5OXKbdV3U\najUAATZjFbiwVNnssNkFfHdWj5waM+644w7cfffdovWJFpPHHnsUK1asgL7oJ6hS7wKr8a3onxRs\nvWDAWa0ZY8aMAcMwAVUmvi1+9/DDWLVqFZpK90GdNgxUABSGbLLZ8WW2DqUGGx5++GGEhobKek39\n6hy02+3NXB6CIHjsAunXr59kGZfx8fF4+eWXYa74FaqUoQHnnnFSbbRhzZl6VBttePLJJzF+/PiA\ntdXJzTffjK+//hq8oUw2cbDwAr45rcP5OguefPJJTJgwQRY73GXAgAF4be5clJX8AlXyHWDDUuQ2\nycXBUiMOlRnxwAMP4JlnnpHbHI8ZOHAgoqOj8eGHH8JU/itUSYNkvYeMVkdUUqXRjldffRXp6emi\njW02m71aVPtVLhMTE1FdXe36ubq6WrKKgt7QtWtXPP7447A1lARsyNvJqiZ8cqIOJlqF119/HRMm\nTAh4YQAAjuNw2223wd5YLksyktOPe0FnxZ///OeAFwYAiImJwVtvvomuXbrAVLoP1gCpB3ZGa8LW\nCw0YMmRIQEYmucuoUaMwadIk2PQFsNTIt+tutNrxRbYOVU12zJkzR1Rh8AW/ikP//v1RUFCAixcv\ngud5bNy4EcOGDfOnCW3y4IMPon///rBW/Qa7uV5uc1yYbXasO6vHurP16N6jFz748EO/h1z6Snp6\nOnhrk9+Tvcy8HatyHFnPM2fOxL333uvX+X0hPDwcf//7IvTp0xumsoOw+KPLWSuUGaxYe7YB3bt3\nx4wZM0SpVCsnU6ZMwciRI2GpyYZVV+D3+Q0WHitO6aA1A/PmzQ+YqgaAn8VBqVRiyZIlyMrKwtix\nY9G1a1dkZGT404Q2oWka06dPhzpEBVP5AdGyp32huN6Cfx+vw6lqM6ZMmYK/L16MmJgYuc3ymEGD\nBkGhUPi1CbzVLuDrXMcB38yZMwNuMeIOISEheP3113HbbbfDXHEUFu1pWeyoN/P4KrceEZFRmDd/\nPlQqlSx2iImjBtOLuPnmm2Gu+NWvZdQbLDxWZOuhv5R4eeutt/ptbnfwizjs2rULqakOP3N6ejp+\n+OEHbN26FXPmzAlIl0hMTAxe+vOfwTfVwVwlX3E+/lI00mcndWA1kVi8eDEmT54ctKs1lUrl2D0Y\nSiD4oYS3XRCw7oweBToLXnrpJdmKwImBUqnEa6/NwZ133gVz1QmYq0/5tSeJ1S7gm9P1sIDG/AWB\nHbLqKRzH4dVXX0VSUhLMpftgt3iWye8NBguPL7L1qLdRWLBwIfr37y/5nJ4i/xF9gDJkyBBkZGTA\nWnsGtsYKv89f22TDZyd12F3UiGHDh+PDZcvQt29fv9shNiNHjoTdZobNUCr5XFsvGHBaa8bTTz+N\nkSNHSj6f1LAsi5kzZ+Cee+6BpSYHFj8JhCAI2JRfj9IGC2bMmBkUIaueEhoaioULF0ClYGEq3Stp\niKvBYseKbD3qrRQWLnzd75nP7kLEoRWeeuopJCenOJqy+LHk74nKJvz7eB1qrQxmzZqFGTNmQKPR\n+G1+Kenfvz9iYmJhk/jA/9fyy9E0Dz74oKRz+ROGYTBt2jSMHj0aFm0uLNUnJReIYxVNOF5pwqRJ\nkwLmsFQKkpKSMGfOqxAsDTCVH5LkuhqtdqzM0UFvARYsXIh+/fqJPodYEHFoBZVKhVmzZgJ2M0wV\nv7r1ZaGVEV7PZ7bZsfaMHt/l1aN7zxvx4bJlQekjbw2GYTB69CjYGitgtxgkmeOi3oIfzxtw28CB\nQR1Ncz1omsaf/vQnZGRkwKI9DUuNNLk/gKOHwI8XDBhwyy2StqQMFPr3748nnnjCEbFY23oXOUYd\n69HYzlpJWpMdc+fNC9gdgxMiDm3QvXt3PProo7A1lLjVWtRbcahstOKTEzpk11w6dP773wMqzFdM\nRo0aBZqmYanLF31sg4XHt2cbkJAQjxkzZwbt+UxbOJtWuVxMErTDtPAC1p5tQHhEBGbMnAma7hiP\niwcffBBDhw6Fufpkq5F1nogDbxew+nQ9ShuseOWVvwRFpGHH+L/tIxMmTEDvPn1gqfoNdmuj6OOf\nqjLh0xM62LgQLFq0KKgPnd0hJiYGgwcPBl9fIOrBtF0QsC6vASY7hTmvzZW0v24gQNM0srKyHA+y\nquOi50FsL2hAjdGKl2fMRESE9zviYIOiKGRlZSE+Lh7m8gM+l3wRBAE/nKvH+TozsrKygsY1R8TB\nDRiGwcvTp4NjaZhF7PlrFwRsL2jA2rN69OjpyF0I9K2mWIwbN85xMC1iWOuBUiMu1Jnxf//3f36t\ney8nDMNgxowZ6NevH8zlh0UrR12gs+DX8iY88MADARlJIzUajQavvDILdqsRpspjPo21p9iIE1Um\nTJkyBffdd59IFkoPEQc3SUxMxFNPPQlbYyWsuvM+j2flBaw5rce+EiMyMjLwxqJF7So8sC1uvvlm\npKamwqrLF0VsKwxW7LrYiPT0dIwePVoEC4MHjuMwd+5cRyhm2X6fz3KsdgEb8huQmJCAxx57TCQr\ng49evXrhd7/7HWz6QtgMZV6NcUZrwq6LBgwfPhyTJk0S2UJpIeLgARkZGbj55pthrT7hk3vJZHNE\nLJypdYRZvvDCCwFbTVUqKIpCZmYm+KZa2FurPEqzbbYHtdkFfHeuAWFh4XhB5r7FcqHRaLBgwfxL\noZj7fHLX7StuRG2TDS9mZbWLRDdfmDRpElJSUmGpPOpxvxdtkw3f5TWgW7eumDZtWtB9L4k4eIDT\nF8kyFMxebjWbbI5+sKUNNsya9Uq7CrP0lLvvvhsqtRqWurzrvoeiOSiY1m+qX4oaUWmwImvatA7l\nG7+a5ORkzJjxMnhTHcxVx70aQ2/msbfUiDvvHNoh3UlXw3EcsrJeBG9p9Cgz3WYX8O3ZerBKFebM\neQ0KhUJCK6WBiIOHJCYmYsqUKbA1lMLW4Fkil7O7U4WRx6tz5gR1xq4YqNVqjLrvPvANJbDbvGu8\nUm6w4v/bu/+gqOq9D+Dv5cfSgCC7BgiKXhRitVIjYREh5IcG+4gYrET3SZSn9KG0KZpx4q/KdJpq\nysbKGa72r03+yKzmGRktsptXorl61XGu1/xVQBKg/GbZ3bNnz/PHxqqzgCywe/Ys79c/7i6749sz\neD77/Z7z/XxPtZiQk5PjU31p5JKWlobi4mIIXVfGtTfJ97/1Q6UKRGWl/90CPF4PP/wwsrKyIHT+\nZ8wzBid/60drn4BXXqlW7F2HLA7jUFxc7Bhqdpwb8/B9aGOU5j4B27Ztg16v93BKZTAYDJAkO4Qu\n96/jiJKEr6/0ISIiXJFtoz2loqICcXFxsLb9E5J97Ct9O0w2nG8z479Wr1bsCc1TNm7ciAAVYL11\n/9HD730C/vG7CStXrkR6eroX0nkGi8M4BAUFYfPmTRAtfRDG2CXz5G8DuHzbgk2bNmH58uUeTqgc\ns2bNwuLFSyD2Xne7lfdPv5vQ2i+g6oUXfWYnN1+gVqvx8ssvO6ZCxnAyG/L3pgGo1WoYjUYPplOm\n6OhorFq1Crae66OOHuyShP+71ofpEdPx3HPPeTHh5GNxGKeUlBQ89thjEDov3fc+6BvdVvy9eQB5\neXlYvXq1lxIqh8FQCNFqgujGNEi3WcTJJhPSUlORkZHhwXTKtHDhQmRnZ0PoujymqZAus4iLt8wo\nNBim9HWb0TiKpjTqF8JzbWbc7BPw/KZNim95w+IwARs3boTdZoG1c+QLqlZRwldX+hAbOxNVVVWK\nu2PBG9LS0jB9eqRbGyzVXe9DQGAQ/pfHdEQbNmwY81RI400TAlQBU/oGifuJjo7GsmXLYOsZfvGm\nYJdwssmEh5KS/KLtDYvDBMybNw96vR627l9GnNv9sXkA3WYbXnmlesrfFjiSoKAg5OfnwTZwc0wX\npq92WfCf2xY8XV7OufFRREVFIT8//8+pkJGPq1WUcK7dgozly/Hgg+71C5pqDAaDY/FmX4vLz/71\nxyB6LTZUbNjgF19YWBwmyGg0wm6zDruLVJ9VRMNNE7Kzs7Fw4UIZ0ilHXl4eIEmw9Yy+YtouSTh+\nYwAxMdFYu3atl9IpV0lJieOCf891BE+fN+x7/n3LDLMgorCw0MvplOfRRx+FdsYMl5X9dknCT61m\nJCUlYtGiRTKlm1wsDhOk0+mQlPQQbN3XXFb6Nvxugmh3bEVIo4uPj0diUtJ922mcbzejfUBAZeX/\nTLmFg+MRFxeHxYsXQ+y5jqDpf8FwX2jPtZsROzPGp9tH+4qAgABkLl8OceAPSNKdRXHXu63oNAko\nLl7rF6MGgMVhUhgMhRAtPRAH73RwtNmBf7VZsGzZMsTFxcmYTjlyVqyAaO6CaOkZ9ueiXcIPzSbM\nnz+PF6HdkJubC9E6ALvZdSV6j0XEr91W5OTm+c1JzdPS09MhSXbYzZ3O1863mTEtLMyvfi9ZHCZB\nRkYGgoPv3Rv58m0LBgXR5/bI9mWZmZmASgVbb/OwP7/YYUb3oA1//et/80TmBr1ej8DAQAi9rvPk\n/75lBgBkZ2d7O5Zi6XQ6qNVqiOYuAI7V0Jc7rViemelXo1kWh0kQGhqK1NSlsN+19eWl22ZEhIf7\nzfyjN2i1WizQ6WDvdz2JSZKEn1oHET97NlJTU2VIp1xhYWFYsHAh7CbXjq2Xblnxl7lzObp1Q3Bw\nMJKTdZD+3Gv6RrcAq2j3q1EDwOIwafR6PURhENKfHTE7TCKWpqb69b4MnrBs2TLYzN0u9+bf7Leh\ntU9A0Zo1HDWMw2NLlji+6d51Wcwk2NHcZ4Vewat45aLTJTsfX++2IDg42O+u2chSHL755hsYDAas\nWrUK+/fvlyPCpBva2enu+fKpsjfDZBrqj2Tru7dF8vm2QQQHB/vF/eNy0Ol0Lq9d67JAksCeVOMw\nf/585+MOkwhdcrIim+uNxuvFoa2tDR9++CE+++wzHD16FAcOHMDVq5O/XaS3aTQazJo1G5Jwp5d+\ncnLyKJ+g4cTFxSEqKhriwB/O1yQAlzoFLF26VPGrTuWSmJjo8tq1biumhYXdc6KjsZkzZ849zx/1\nw+ljrxeH06dPIz09HZGRkQgNDcWTTz6Juro6b8fwiAULHN/OVAB0ycmcxx0HlUqFlJTHYB/scPZa\n6rPa0WexsVnhBISGhkKrneF8LkkSfu2xYdHixZz6HIeZM2c6H1dVVWHdunUypvGMIG//he3t7YiK\ninI+j46OxoULF8b8+YsXL3oi1qQYulNBApCTm4tz58bXU3+qCwsLg120wm7uvuf1gIAAnDlzRqZU\nyhcZOR1dnY7bWbstdnSbbYiMjOQxnaD+/n6cP39e7hiTzuvFwW6333NBUZIkty4wPvLIIwgJCfFE\ntAlTq9U4duwYAEfjs6myj/FkmzNnDo4cOXLPupHoqAeRk5MjYyrla2howI3rjv5Vzb2OZpEFBQVI\nSEiQM5biJSUlISUlRe4YI7JYLOP6Uu31aaWZM2eio6PD+byjo8Nv+uPMmjXL+TgggDeCjVdUVBQ0\nGi3EwdtQBYYgIECFnNw8uWMp3t0j9uZeAQ+EhLjMndPYRUZGyh3Bo7x+BsvIyEBDQwM6OzsxODiI\n48eP+80dKFqtFtXV1aiqqsLs2bPljqNoDz2UBMnShYCQCGi0M/Dss8/KHUnxNBqN83Frvw2JiYm8\n3jABQ3co+utNEl6fVoqJiUF1dTUqKiogCAKMRqNfLRTLzc2VO4JfSExMRGNjI4LUEXJH8Rvp6enY\n+7da2CXgjwEbliYlyR1J0bZu3Qqj0Yj4+Hi5o3iE14sDABQVFaGoqEiOv5oUYu7cuQAAu6UXCPGv\n+8flEhERgeBgNTrNAmx2idcaJkitVvv1tBwnxsknDf2ns1t7ZU7if9oGHN1E/fnERhPH4kA+KSYm\nBgEBnA/3hAHBsX6E18VoNCwO5JOCgoLwYBR3JfOUB2douTMhjYrFgXxWXGys3BH8VmwsV+/T6Fgc\nyGfdfV8+Ta6Yu9o/EA2HxYF81owZjl5Aok2UOYn/sNkcF6P9ZeEpeQ6LA/ksrVYLAOjtHX7bUHKf\n2WIBcKfwEo1ElnUORGOh0+kQExODRx7hvhiTbajwEo2ExYF8VkJCAj799FO5Y/glf+8LRBPHaSWi\nKSgigm1JaHQsDkRTUHh4uNwRyMexOBBNQVwAR/fD4kA0BbmzwRZNTbwgTTSFVFZWciMqGhMWB6Ip\npKSkRO4IpBD8CkFERC5YHIiIyAWLAxERuWBxICIiFywORETkgsWBiIhcKOZWVkmSAABWq1XmJERE\nyjF0zhw6h46VYoqDIAgAgF9++UXmJEREyiMIglttU1SSu+VEJna7HQMDAwgODubSfyKiMZIkCYIg\nICwszK3V8YopDkRE5D28IE1ERC5YHIiIyAWLAxERuWBxICIiFywORETkgsWBiIhcsDgQEZELxayQ\nltv27dtx9uxZCIKApqYmzJ8/HwDQ29uLkpISvPTSSzInVL6WlhYUFBQ4j+2Q2tpaxMbGOp9v2rQJ\nO3fuRExMjLcjKkJdXR327t0Lm80GSZJQXFyM559/fsT3Hzx4EKGhoVi9erUXUyqDu8fSn7A4jNEb\nb7wBwHECq6iowFdffQUA+Pjjj+WM5Xeio6Odx3Yk+/bt81Ia5Wlra8O7776LI0eOQKPRYGBgAOvX\nr0dCQgLy8vKG/czZs2eRlpbm5aS+bzzH0p9wWmkSXLhwAeXl5cjJyXEWiyNHjqCmpsb5nvXr16Ox\nsRGNjY0wGo0oKSnBa6+9JldkRampqUFVVRUKCwtRX1+P3NxctLS0yB3LJ3V1dUEQBJjNZgBAWFgY\n3nnnHSQmJuLYsWMoKyvDmjVrUFBQgLNnz+L06dOor6/HRx99hB9//FHm9L5ltGN59+9gY2Mj1q9f\nD8Dx//y9997D008/jZUrV+KHH36QLf9EceQwCW7fvo3PP/8c/f39yM3NRWVl5ajv//XXX/H9998j\nPDzcSwmVo729HcXFxc7nRUVFAIDIyEjU1tYCAHbu3ClLNiXQ6XTIy8tDfn4+FixYAL1ej6KiIsTH\nx+P1119HbW0ttFotDh8+jL1796K2tha5ublIS0tDVlaW3PF9ykjHcu7cuaN+ThAEHDhwAPX19di9\nezeys7O9lHhysThMgqysLKjVami1Wmg0GvT09Iz6/oSEBBaGEQw3rVRTU4NFixbJlEh5tm/fjhdf\nfBGnTp3CqVOnUFZWhvfffx979uxBfX09bty4gZ9//tmtJmxT1UjHcjRDRTYpKQnd3d3eiOkRLA6T\nICjozmFUqVSQJMn555ChluMA3GqbSw48ZmNz8uRJmEwmGAwGlJaWorS0FAcPHsT+/fuxa9curFmz\nBqmpqUhOTsb+/fvljuvTRjqWhw8fBnBnfwSbzXbP50JCQgBA8d2j+dXBQzQaDa5duwZJktDc3IzL\nly/LHYmmgAceeAAffPCBcz5ckiRcunQJarUaKpUKVVVV0Ov1OHHiBERRBAAEBgY6H9MdIx3LBQsW\nQKPR4OrVqwCA7777Ts6YHsORg4dkZGTgiy++QEFBARISEvD444/LHYmmgPT0dGzduhVVVVXO0WpW\nVhb27NmDmpoaFBYWQqVSITMzE2fOnAHg+F3dtWsXwsPDUVBQIGd8nzLSsdyyZQtSUlKwY8cOfPLJ\nJ8jMzJQ5qWdwPwciInLBaSUiInLB4kBERC5YHIiIyAWLAxERuWBxICIiFywORG6qq6tz9tIh8lcs\nDkRE5ILFgWgMdu/ejfz8fBiNRpw4cQIAcOPGDVRWVqKsrAw5OTl44YUXYLFY8PXXX6O8vNz52Zs3\nbyIzMxNWq1Wu+ERuY3Eguo9vv/0Wx48fx9GjR53ddwHHJjlr167FwYMHcfz4cbS0tODkyZMoKChA\nU1MTrly5AgA4dOgQnnrqKajVajn/GURuYXEguo+GhgasXLkS06ZNQ1BQEEpLSwEA27Ztg1arxb59\n+/Dmm2+ivb0dJpMJarUa69atw6FDhyCKIr788kuUlZXJ/K8gcg97KxGNwd1dZgIDAwEAr776KkRR\nRGFhIVasWIHW1lbn+8rLy2E0GpGWloakpCTEx8fLkptovDhyILqPJ554AnV1dejt7YXdbnfuN3Hq\n1Cls2bIFBoMBAHD+/Hlnd9PY2FgsWbIEb7/9Np555hnZshONF0cORPeRnZ2Ny5cvo7S0FBEREdDp\ndOjq6kJ1dTW2bNmC0NBQTJs2DampqWhqanJ+rqSkBDt27FDsTmA0tbErK5EH2O12vPXWW4iLi8Pm\nzZvljkPkNk4rEU2y/v5+6PV6tLa2oqKiQu44ROPCkQMREbngyIGIiFywOBARkQsWByIicsHiQERE\nLlgciIjIBYsDERG5+H9CWHpz7fLE9gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12dc7110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x='day', y='total_bill', hue='sex', data=tips, split=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x14f2b90>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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EgqGhIZwGA/bSUuxlpciqik1W8A4PL6tchzkXh//9v/83f/zHfwzApUuXeOqpp3jkkUf4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QBGS5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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x14f2fb0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x='day', y='total_bill', data=tips, innner=None)\n",
    "sns.swarmplot(x='day', y='total_bill', data=tips, color='w', alpha=.5)# 两个图结合在一起"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12e3a2d0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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YsQNJSUlIT0/H4cOH8cMPP+jNs3LlSqxduxbHjh2DVqtFcnKyWOUQEVErifY8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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15e2290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x='sex', y='survived', hue='class', data=titanic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x152e610>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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OJ4QEhRCllJaZz9zvD3H6wk1z29DH6/PCkxFoNPaZ3VRRFFK3fU/GvrWmBrWG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\n0tAfxtMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12e31550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pointplot(x='sex', y='survived', hue='class', data=titanic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12e4a4b0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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K1etp2LBhFBUVMXLkSGJiYggOrnmNPEKI6su3rgdTnuvBqv8e4lhiOgaDiRWL\nDuLj607j5nXtXV61V66geOWVV+jRo4etaxFCiPvmqnHhsQmRbIlLYfv6E3ToFEKjZnd2qRX3zmpQ\nfP3110ybNo1NmzaxefPmO7bPmjXLZoUJIcS9UjmpeGhQaxo19aNpC/8Kd5cVJawGhbd3yTU/Pz9J\nZSFE9REaducAvAO7z+EX4EGz0AA7VFS9WQ2KcePGARAQEMDQoUNlDIUQolo6lZLFmphEVMCgEe3o\n1L2pvUuqVsrV62nPnj3079+f1157jYMHD9q6JiGEqFQnjmaimBRMJoXfYpJY83MiRqPp7k8UQDmD\n4uOPP2bdunW0a9eOd999l6FDh7Jw4UJb1yaEEJViwPC2DPhDW240WeyPP8tPX+2mML/YvoVVE+Ue\nR1GnTh3Gjh3LM888g4eHB19//bUt6xJCiEqjUqmI6t2c8VO7oHErueJ+9mQ233y6nYxLuXauzvGV\nKyiOHj3KP/7xD3r37s2yZcuYOnUqW7ZssXFpQghRuULDgnjq+Z74B3oCkJNdxHf/2snRwxdJOniB\n/OvTfxQVFpObU2TPUh1KuWaP7dOnD6NHj2bkyJE0aNCgKuqySmaPFUJUhLZIT8yPBzh5PKvMfdSu\nzoyZ1IkWrQPL3Ke6senssZGRkcyYMcMhQkIIISrKzV3N+KldiOrdvMx99MVGfv5hP9oifRVW5pjK\nFRQnTpygHCceQghRbTg5qeg9oKV59tnS6LQGEvfLnFHlmsIjMDCQIUOG0KFDBzw9Pc3rZWS2EKI6\nu5pdhMlk/Y/grIy8KqrGcZUrKDp27EjHjh1tXYsQQlQpDw/1Xfdxvz6FeW1WrqCYMWOGresQQogq\nd2N22XOnyr4RW3jHhlVYkWMq9zTjpYmNja3UYoQQoqoNHN6OhZ/vorj4ztuoduvTnIBgmbqoXEHx\nxhtvmL/W6/WsWbOGRo0a2awoIYSoKvVD6jBlZg+2xqWQnJAOgJOzisEjw+nYVT7noJxB0aVLF4vl\n7t27M27cOP70pz/ZpCghhKhKQfV9eGxiJ/49ZxPZlwvx9fPgwajG9i7LYZR7Co9bXb16lczMzMqu\nRQgh7EzuX1Ga+2qjuHjxImPHjrVJQUIIIRxLuYLi9ddf5/z58zRp0oS9e/eiUqmYMGGCrWsTQgjh\nAMp16WnNmjUkJiZSt25dlixZQlpaGq+99pqtaxNCCOEAyhUUR44c4a233mLDhg2MGDGCOXPmcOGC\nDGu3lQMXE3lr0z85cDHR3qUIIUT5gkJRFJycnNi5cydRUVEAaLVamxZWmy1NiuVo1gmWJsk4FSGE\n/ZUrKBo3bsy0adNIS0ujS5f29QPBAAAYgElEQVQu/N///R9hYWG2rq3W0up1Fo9CCGFP5WrMnjNn\nDuvXrycyMhK1Wk2nTp149NFHbV2bEEIIB1CuoPDw8GD48OHm5fHjx9usICGEEI7lvgbcCSGEqD0k\nKIQQQlglQSGEEMIqCQohhBBW2TQoYmNjGTx4MAMGDGDRokVl7rdlyxb69u1ry1KEEOKuNG4uFo+i\nhM2+GxkZGXz88cesWLECV1dXxo0bR9euXQkNDbXY7/Lly3zwwQe2KkMIIcqt98BWxG85Rbc+ze1d\nikOx2RnFrl27iIqKwtfXFw8PDwYOHMjatWvv2G/WrFlyq1UhhENo1TaYiX/uRqu2wfYuxaHY7Iwi\nMzOTwMBA83JQUBAJCQkW+/zwww+0bduWDh063NdrJCUlVahGR6XVac2P+/fvt3M1QojazmZBYTKZ\nUKlu3gREURSL5ZSUFOLi4liwYAHp6en39Rrt27dHo9FUuFZH45b+C+hzcdO4ERkZae9yhBA1hE6n\nu68/sG126alevXpkZWWZl7OysggKCjIvr127lqysLEaNGsXTTz9NZmYmjz/+uK3KqVZMKPYuQQgh\nzGwWFN27dyc+Pp7s7GyKioqIi4sjOjravH3mzJmsW7eO1atXM3/+fIKCgli8eLGtyqk2tAYdlwuu\nABIYQgjHYLOgCA4O5oUXXmDChAk8+uijDB06lIiICKZNm0ZiotxnoSxxqVsxKiYACouL7FyNEEKA\nSlGUavdn643rbDWtjUJr0PHsr7PI0+UD4KRSsWDkx7i51Jz3KISwn/v97JSR2Q4kLnWrOSQATIrC\nfxNW27EiIYSwYa8ncW+0Bh2rj62/Y/3/Tmwm5copBoX2oVvjSFyd1XaoTghRm8kZhYO4/WziViez\nz/L53oVM/+VVfjwUQ3p+Vqn7CSGELcgZhQMo62zidvnFBcQe30Ds8Q10qNeWgaHRPFg/HCcnyXsh\nhO1IUDiAw+lHyzybuCGyQTjHslIp0BeZn3M4/Sj+Hn483KIXfZv3wNfNpyrKFULUMhIUDqB9UGse\nafkQBcWFAPx+4TBFBi3uLm50btgBT1cPxrQfiouTC7vO7SMudRsnr54F4ErhVZYk/sLyI2voGtKR\nAS2iaRMYajEKXgghKkK6xzqg59fM5lJ+JvW9gvh0yNul7pN65QxxJ7ex89w+9Ea9xbZGPvV5ODSa\n6KZd8VC7V0XJQohq4H4/O+WMopoK9W9KqH9TJnQYxZYzu1mfuo1L+ZkAnM+9xHcHlrIoYRXRTbow\nIDSaJr4hdq5YCFFdSVBUc14aT4a27sfgVg+RlHGcuNRt/H7xMIqioDPoWH9yO+tPbqd1QAsGhkbT\nNaQjauliK4S4BxIUNYSTyomIem2IqNeGy4XZbDy5k42ndpCjzQXg+OWTHL98Eh/Ncvo270H/Fr0I\n8vS3c9VCiOpAgqIGCvCoy9jwYYxqN5jfLxwiLnUbRzJTAMjV5bMqeR2rk+PoWL8dA0J780C9ttLF\nVghRJgmKGszFyZlujSLp1iiStGuXiDu5ja1ndlOk16KgcOBSEgcuJRHk6U//Fr3o26w7Pm7e9i5b\nCOFgJChqiZA69Zny4FgeDx/OjnP7iEvdypmcNAAyC66wOGEVy5J+pVujBxkQGk0r/+bSxVYIAUhQ\n1Dpuajf6t+hJv+Y9OHHlNHGp29h1fj8GkwGDycD2s3vZfnYvTXxDGNAiml5NOuOmdrN32UIIO5Kg\nqKVUKhWtAprTKqA5EzqOZsvpXcSlbiPz+k2Tzuak8fX+xfx0eAW9m0YxIDSakDr17Vy1EMIeJCgE\nPhov/hA2gKGt+3M4/Shxqds4cDEJBYUig5a1qVtYm7qFtoEtGRDamy4NO+DiLP91hKgt5LddmDmp\nnOhYvz0d67cns+AKG05uZ9OpneRen4fqaNYJjmadwNfN53oX254EeNS1c9VCCFuToBClCvL05/GI\nR3ms3RD2pB0iLnUrxy6fBCBHm8uKo/9jZfJaIhtEMDA0mvDgMJxU0sVWiJpIgkJYpXZW07NJZ3o2\n6cy5nAvEpW5j29k9aA06FEVh34XD7LtwmHpegTzcIpqHmnXDS+Np77KFEJVIgsIBuak1Fo+OorFv\nQ6Z2Gs8THUaw/ewe1qVu4/y1iwCk52fx4+EYliT9Qo9GnRgQGk2of1P7FiyEqBQye6wDOnAxkdjj\nGxjWuj8PNgi3dzllUhSFY5dTiUvdxu60gxhNRovtzf0aMyC0Nz0ad0Lj4mqnKoUQN9zvZ6cEhagU\nOdpcNp/axfqT27lcmG2xzVPtTu9m3RjQohcNfOrZqUIhhASFcAgmk4kDl5KIS93K4fRkFCz/e4UH\nt2ZAaG86NYjA2cnZTlUKUTvJ/SiEQ3BycqJTwwg6NYwgPT+LDSe3s/nULvKKCwBIzDhOYsZx6rr7\n0q95D/q16Eldd187Vy2EsEbOKITNFRv17D5/gHWpWzlx5bTFNieVE10aPsCA0GjaBbWS+aWEsCE5\noxAOy9VZTXTTrkQ37crpq+eJS93GjrN70RmLMSkmdqcdYHfaARp61+Ph0F70bhqFp6uHvcsWQlwn\nZxTCLgqKC9l2Zg9xqdu4kJdusU3j7EqPJp0Z0CKa5nUb26lCIWoeacwW1ZKiKBzJTCHu5DZ+TzuE\nUTFZbG9ZtykDQnvTrXEkrnILVyEqRIJCVHvZRTlsOrWTDSd3kF2UY7HN29WTPs268XBoNPW8Au1U\noRDVmwSFqDGMJiP7LyayLnUriRnH7tjeoV5bBoZG82D9cLmFqxD3QBqzRY3h7ORMl5AH6BLyABfz\nMlifup0tp3dRoC8C4HD6UQ6nHyXAoy79W/Skb/Me+Lr52Lnqmw5cTOSXY+v5Q9jDDj2yXojykqAQ\nDq2BdzATO45mXPgf2HVuH3Gp2zh59SwAlwuzWZL4C8uPrKFrSEcGhkYTFhBq9y62S5NiOX31PEUG\nrQSFqBEkKES1oHFx5aHm3XmoeXdSr5wh7uQ2dp7bh96ox2gysuvcPnad20cjn/oMCO1Nr6Zd8FC7\n26VWrV5n8ShEdSdBIaqdUP+mhPo3ZUKHUWw5E8/61O1cys8E4HzuJb49sIRFCSvp1aQLA0KjaeIb\nYueKhajebBoUsbGxfPHFFxgMBiZOnMgTTzxhsX3Dhg189tlnKIpCSEgIc+bMoU6dOrYsSdQgXhpP\nhrbuz+BWfUnKOE5c6jZ+v3gYRVHQGnSsP7md9Se30zqgBQNDo+ka0hG1dLEV4p7ZLCgyMjL4+OOP\nWbFiBa6urowbN46uXbsSGhoKQH5+Pm+99RYxMTEEBwfz6aef8tlnnzFr1ixblSRqKCeVExH12hBR\nrw2XC7PZeHInG0/tIEebC8Dxyyc5fvkkPprl12/h2osgT387Vy1E9WGzvoW7du0iKioKX19fPDw8\nGDhwIGvXrjVv1+v1zJ49m+DgYABat27NpUuXbFWOqCUCPOoyNnwY/xn2Hi90n0q7oFbmbbm6fFYl\nr+O5X9/g/e3/4cDFJEwmk5WjCSHAhmcUmZmZBAbeHBgVFBREQkKCednPz4+HH34YAK1Wy/z583ny\nySdtVY6oZVycnOnWKJJujSJJu3aJuJPb2HpmN0V6LQoKBy4mcuBiIkGe/iW3cG3eHR+Nl73LFsIh\n2SwoTCaTRTdFRVFK7baYl5fHs88+S1hYGCNGjLin10hKSqpwnaJ26EAobRo14WjeSQ5eSyaz+AoA\nmQVXWJSwkiUJqwnzbk5HnzY0cAuqUBdbrU5rfty/f3+l1C+EPdksKOrVq8e+ffvMy1lZWQQFBVns\nk5mZyVNPPUVUVBSvvfbaPb+GjMwW96obUSiKwokrp4lL3cau8/sxmAwYMXEkL5Ujeak08Q1hYGg0\nPRt3xk3tds+v4Zb+C+hzcdO4ERkZaYN3IcT9uTEy+17ZrI2ie/fuxMfHk52dTVFREXFxcURHR5u3\nG41Gpk+fziOPPMLrr79u90FSovZQqVS0CmjOjKhJfDnsPZ6IGGHRuH02J435+xbzTOyrfLd/KWnX\npO1M1G42O6MIDg7mhRdeYMKECej1ekaPHk1ERATTpk1j5syZpKenc/ToUYxGI+vWrQNKzhDeffdd\nW5UkxB183LwZ3mYAw8L6czj9KHGp2zhwMQkFhSK9lrWpW1ibuoV2Qa14uEU0XRp2wMVZhh+J2kUm\nBRTiNpkFV9hwcjubTu0kV5dvsc3XzYd+zXvSv0VP/D38Sn3+zDVvkp6fRX2vID4d8nZVlCxEucik\ngEJUkiBPfx6PeJTH2g1hT9oh4lK3cuzySQBytLnEHP2NFcn/o1ODCAaERhMeHIaTquQq7qFLR0jP\nz7Jn+UJUOgkKIcqgdlbTs0lnejbpzLmcC8SlbmPb2T1oDToUReH3C4f5/cJh6nkFMiA0mugmXfnx\n8Arz802KjNGobmTm39JJUAhRDo19GzK103ie6DCC7Wf3sC51G+evXQQgPT+LHw7FsChhFUaT0fyc\nfH2hvcoV90lm/i2dBIUQ98Bd7caA0N483CKaY5dTiUvdxu60gxhNRouQgJL7gk9a8VfcXDRoXFxx\ncy551Li4ojF/rcHNueRR4+Jasu/1Zbfr2zXOruZj3Nhf7ayWnoI2IDP/lk6CQoj7oFKpaBPYkjaB\nLZmozWXhweXsPLfvjv0K9UUUXr/hUmW/vjlQLILm/kLI1cXVYt8bbS61jVwuLJ0EhRAV5KPx4tz1\ny1C3U6EixKceepMBnaEYrVGHzlBc4Q+kGzPkag06rlXoSKVTO6stQ+aW8Ll9+dZwMp/5ON8SRrft\n7+LkbIOKK86kmLhy/V7txUa9natxLBIUQlTQ3rRD5vaK2ykoRDaM4PGIR2+uUxQMtwWHzqBDayhG\nd31Za7i+3nh9/fXlW/fXGW/Z75ZtBpOhwu9Jb9SjN+rJKy6o8LFu5+zkXO4QKjkDqppLcrvPHzR/\n7/KK8++yd+0iQSFEBW06tdPq9s2ndlkEhUqlQu2sRu2sxgvPSq/HaDLeVwjpjNf3Nd6y7vZlY3Gl\n1FdgKjLfA70y3e8lOVdnNT8f+c18nGKjnmNZqYQFhlZ6jdWRBIUQFTSwZR/UzmpujF1NzDiGzliM\nxtmV8OAwwoPDqrQeZydnPFzd8aDybwVrUkwUG/U3z3Cun9ncPYzuHkJao46Kjv+tzEtyy4+s4Y0+\nz1fwKDWDBIUQFRTZIJzIW7pSPr9mNpfyM6nr7svLvf5kx8oqn5PKCTcXDW4ulT8jgqIo19ty7rzM\ndnsIFRuLbX5JLjHjmJxVXCdBIYRwCCqVCldnNa7OarxtMDNPWZfkDl5KYmXy2lKfI2cVJSQohBC1\nQmmX5EyKifn7FpX5HDmrKFE7O0sLIQSQXZRDWq71aeQPpR+pomocl5xRCCFqrQCPujzfbQoZ+ZcB\nWHN8I3nFBXi7ejKkdT/UTmqim3axc5X2J0EhhKjVejTubP566+nd5BUX4OXqyci2j9ixKscil56E\nEEJYJUEhhBDCKgkKIYS4zk2tsXgUJSQohKhk8mFTfY1tP4x2Qa0Y236YvUtxKNKYLUQlG9t+GLHH\nNzCsdX97lyLu0YMNwuWGRaWQoBCiksmHjahp5NKTEEIIqyQohBBCWCVBIYQQwioJCiGEEFZJUAgh\nhLBKgkIIIYRV1bJ77I3bJRYXV/z+vUIIUVvc+My811vOVsug0Ov1AKSkpNi5EiGEqH70ej1ubm7l\n3l+lVPRu5nZgMpkoKChArVajUqnsXY4QQlQLiqKg1+vx9PTEyan8LQ/VMiiEEEJUHWnMFkIIYZUE\nhRBCCKskKIQQQlglQSGEEMIqCQohhBBWSVAIIYSwSoJCCCGEVdVyZHZ1lpaWxqBBg2jRooXF+rZt\n29K/f3/69etXruO8+uqrzJgxg4YNG9qizFpr7dq1zJ8/H4PBgKIoDB8+nKlTp1ZpDStWrGDv3r28\n//77Vfq6NdXbb7/NgQMH0Ov1nDt3zvy7l5uby8iRI3nuuecs9t+4cSNJSUk8//zzVo/72WefAdzx\n/JpIgsIOgoKCWL16dYWOsWfPHp599tlKqkgAZGRk8MEHH7BixQr8/PwoKCjgySefpFmzZuUOcOF4\nZs+eDZT8kTZhwgTz796ND/rb9evXT37et5GgcBCvvPIKXbp0oUuXLkydOhU/Pz/c3Nz429/+xptv\nvonBYECj0TBnzhzi4uLIzMzk6aefZtGiRfj5+dm7/Brh6tWr6PV6tFotAJ6enrz//vtoNBoSEhKY\nM2cOWq0WPz8/3n77bRo1akRycjJvvvkmWq2WOnXq8NFHH1GvXj2+/PJLfvnlF5ydnenRowcvvfQS\nly5dYsaMGbRs2ZLk5GT8/f359NNP8fX1ZdWqVXzxxRd4eXnRsGFDPDw87PzdqB0SEhIYN24cGRkZ\n5rOLW8/o+vbtS0REBMnJySxevJiVK1eybNky/Pz88PHxISIiwt5voUpIG4UdZGZmMnz4cPO/b775\nxmL76dOnmTt3Lt9//z0LFy5k8uTJrFixgjFjxnDo0CGefvppgoKCmD9/voREJQoLC6Nfv37079+f\n0aNHM3fuXEwmE/Xr12fWrFnMmzePlStXMnnyZN544w0AXnzxRf785z8TGxvL4MGDWbhwIVu3bmXT\npk3ExMSwcuVKzp49y5IlSwA4duwYkydP5tdff8XHx4fY2FgyMjL46KOPWLRoEUuXLqWgoMCe34Za\n5cqVK/zwww/ExMTw7bffkp+ff8c+0dHRrFu3josXL5p/pt9//z3p6el2qNg+5IzCDkq79PTKK6+Y\nv/b39yckJASA3r178/e//53t27fTt29fHnrooSqttbZ5++23+fOf/8yOHTvYsWMHY8aM4emnn+b8\n+fP86U9/Mu+Xn59PdnY2WVlZ5p/J448/DsAHH3zAkCFDcHd3B2DUqFGsWrWK3r174+/vT9u2bQFo\n2bIl165d4+DBg3Ts2JGAgAAAhg0bxu7du6vybddavXr1wtXVlbp16+Ln58e1a9fu2KdDhw4A7N27\nl969e+Pp6QnAoEGDMJlMVVqvvUhQOKBbp/8dNGgQHTt2ZPPmzSxYsIAtW7bwzjvv2LG6mmvLli0U\nFhYyePBgRo0axahRo1i2bBmxsbGEhISYw91oNHL58uU7Zi/W6XRkZmaW+uFhMBgA0Gg05nUqlQpF\nUcyPN7i4yK9lVbn1e337z+GGGz+z0n5OteWeOHLpycH95S9/ITExkXHjxvH8889z9OhRAJydnTEa\njXaurmZxc3Nj3rx5pKWlASVTMicnJ/PAAw9w7do19u3bB0BMTAwvvvgi3t7eBAcHs2PHDgBWr17N\np59+SlRUFGvWrEGr1WIwGIiJiSEqKqrM142MjOTQoUNkZGRgMpn47bffbP9mxT3r1q0bmzdvJi8v\nD51Ox/r16+1dUpWRP10c3PTp03n99df5/PPPUavVvPXWWwD06dOHp59+mm+++YZGjRrZt8gaIioq\nihkzZjB9+nTzzbF69erFc889R9++fXn33XfR6XR4eXnxwQcfADB37lzeeust5s6di5+fHx9++CFB\nQUEkJyczatQoDAYDPXv25I9//GOZ17QDAgKYNWsWkyZNwt3dndDQ0Cp7z6L82rRpw8SJExk9ejQ+\nPj40aNDA3iVVGbkfhRBCCKvk0pMQQgirJCiEEEJYJUEhhBDCKgkKIYQQVklQCCGEsEqCQoh7tGfP\nHoYOHWrvMoSoMhIUQgghrJIBd0Lcxc8//8z333+Pk5MTfn5+jBw50rzt9OnT/P3vf6egoICsrCzC\nwsL45JNP0Gg0/Otf/2L9+vWo1Wr8/PyYM2cOQUFBZa4XwlFJUAhhxbFjx/joo49YuXIl9evXZ8GC\nBXz55ZfmOYKWLVvGo48+yvDhw9Hr9YwcOZItW7YQERHBwoULiY+Px9XVle+++46EhATatWtX6vr+\n/fvb+Z0KUTYJCiGsiI+Pp2fPntSvXx+ASZMm0aZNG/7xj38A8NJLL7Fz506+/vprzpw5Q2ZmJoWF\nhQQHBxMWFsaIESOIjo4mOjqabt26YTKZSl0vhCOToBDCCmdnZ4sZYrVaLadOnTIv//Wvf8VoNPLI\nI4/Qp08fLl26hKIoODk58dNPP5GYmEh8fDzvvfcevXr14uWXXy5zvRCOShqzhbCia9euxMfHk5mZ\nCcCSJUuYO3euefuOHTt49tlnGTx4MACHDx/GaDRy7Ngxhg4dSosWLXjmmWeYNGkSiYmJZa4XwpHJ\nGYUQVrRu3ZqXXnqJqVOnAhAYGMjbb7/NV199BcALL7zAs88+i4eHB15eXnTu3Jlz587x2GOP8cgj\njzBq1Cg8PDxwc3Nj1qxZhIWFlbpeCEcms8cKIYSwSi49CSGEsEqCQgghhFUSFEIIIaySoBBCCGGV\nBIUQQgirJCiEEEJYJUEhhBDCKgkKIYQQVv0/wt/PagooMLQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x14e15f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pointplot(x='class', y='survived', hue='sex', data=titanic,\n",
    "              palette={'male':'g', 'female':'m'},\n",
    "              markers=['^', 'o'], linestyles=['-', '--'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12e4a0b0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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16gVAhw4d6Nq1K/Hx8c12SEYaLy4ujt27d+sZ/jWKi4vj0KFDxMXFYRiG6/bVxopYRYPL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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x14f2510>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=iris, orient='h')# 加上orient横过来"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\python\\lib\\site-packages\\seaborn\\categorical.py:3666: UserWarning: The `factorplot` function has been renamed to `catplot`. The original name will be removed in a future release. Please update your code. Note that the default `kind` in `factorplot` (`'point'`) has changed `'strip'` in `catplot`.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x74f1e90>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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yJVXdc2UuQUH1e3QJszfeJyQkYPLkyZgxY4YpVLKysvDKK69g5MiRCA4OrtT+AgICoFTW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\n9f8BLOdBktnyyAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7533610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.factorplot(x='day', y='total_bill', hue='smoker', data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\python\\lib\\site-packages\\seaborn\\categorical.py:3666: UserWarning: The `factorplot` function has been renamed to `catplot`. The original name will be removed in a future release. Please update your code. Note that the default `kind` in `factorplot` (`'point'`) has changed `'strip'` in `catplot`.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x75e7530>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GDRvqzJkzFb6/RYsWfhkq0tVPhaWkpDDSwv8888wzGj16tLZv367t27dr4MCB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\nLAAAowgWAIBRBAsAwKj/AxwO47RcLDIEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x74dec70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.factorplot(x='day', y='total_bill', hue='smoker', data=tips, kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\python\\lib\\site-packages\\seaborn\\categorical.py:3666: UserWarning: The `factorplot` function has been renamed to `catplot`. The original name will be removed in a future release. Please update your code. Note that the default `kind` in `factorplot` (`'point'`) has changed `'strip'` in `catplot`.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x14b2110>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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CyVE16RyBlStXMnv27GD7jjvu4P777+fTTz/FMAzef//9pry8iIhIm/O3V1fx/ufbWZaR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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x14aaaf0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.factorplot(x='day', y='total_bill', hue='smoker',\n",
    "               col='time', data=tips, kind='swarm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\python\\lib\\site-packages\\seaborn\\categorical.py:3666: UserWarning: The `factorplot` function has been renamed to `catplot`. The original name will be removed in a future release. Please update your code. Note that the default `kind` in `factorplot` (`'point'`) has changed `'strip'` in `catplot`.\n",
      "  warnings.warn(msg)\n",
      "d:\\python\\lib\\site-packages\\seaborn\\categorical.py:3672: UserWarning: The `size` paramter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x140bd230>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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7gJOk5s2bM8QIUA8V5+Vq585TGjp0qHtdUVGRiorKD7rpdJYM2vnTTz+VWf/9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\nwIL+P5NB5J+RhxckAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x140bd2f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.factorplot(x='time', y='total_bill', hue='smoker',\n",
    "               col='day', data=tips, kind='box', size=4, aspect=.5)# 大小，长宽比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
